<reponame>FK2469/Big-Data-Final-Project
# coding=utf-8

import re

COLOR_LIST = ['ABSOLUTE ZERO', 'ACID GREEN', 'AERO', 'AERO BLUE', 'AFRICAN VIOLET', 'AIR FORCE BLUE',
              'AIR SUPERIORITY BLUE', '<NAME>', 'ALICE BLUE', 'ALIEN ARMPIT', '<NAME>',
              'ALLOY ORANGE', 'ALMOND', 'AMARANTH', 'AMARANTH DEEP PURPLE', 'AMARANTH PINK', 'AMARANTH PURPLE',
              'AMARANTH RED', 'AMAZON', 'AMBER', 'AMERICAN ROSE', 'AMETHYST', 'ANDROID GREEN', 'ANTI-FLASH WHITE',
              'ANTIQUE BRASS', 'ANTIQUE BRONZE', 'ANTIQUE FUCHSIA', 'ANTIQUE RUBY', 'ANTIQUE WHITE', 'AO',
              'APPLE GREEN', 'APRICOT', 'AQUA', 'AQUAMARINE', 'ARCTIC LIME', 'ARMY GREEN', 'ARSENIC', 'ARTICHOKE',
              'ARYLIDE YELLOW', 'ASH GREY', 'ASPARAGUS', 'ATOMIC TANGERINE', 'AUBURN', 'AUREOLIN', 'AUROMETALSAURUS',
              'AVOCADO', 'AZTEC GOLD', 'AZURE', 'AZURE MIST', 'AZUREISH WHITE', 'BABY BLUE', 'BABY BLUE EYES',
              'BABY PINK', 'BABY POWDER', 'BAKER-MILLER PINK', 'BALL BLUE', 'BANANA MANIA', 'BANANA YELLOW',
              'BANGLADESH GREEN', 'BARBIE PINK', 'BARN RED', 'BATTLESHIP GREY', 'BAZAAR', 'BDAZZLED BLUE', 'BEAU BLUE',
              'BEAVER', 'BEIGE', 'BELGION', "BIG DIP O'RUBY", 'BIG FOOT FEET', 'BISQUE', 'BISTRE', 'BISTRE BROWN',
              'BITTER LEMON', 'BITTER LIME', 'BITTERSWEET', 'BITTERSWEET SHIMMER', 'BLACK', 'BLACK BEAN', 'BLACK CORAL',
              'BLACK LEATHER JACKET', 'BLACK OLIVE', 'BLACK SHADOWS', 'BLANCHED ALMOND', 'BLAST-OFF BRONZE',
              'BLEU DE FRANCE', 'BLIZZARD BLUE', 'BLOND', 'BLUE', 'BLUE BELL', 'BLUE JEANS', 'BLUE LAGOON',
              'BLUE SAPPHIRE', 'BLUE YONDER', 'BLUE-GRAY', 'BLUE-GREEN', 'BLUE-MAGENTA VIOLET', 'BLUE-VIOLET',
              'BLUEBERRY', 'BLUEBONNET', 'BLUSH', 'BOLE', 'BONDI BLUE', 'BONE', 'BOOGER BUSTER',
              'BOSTON UNIVERSITY RED', 'BOTTLE GREEN', 'BOYSENBERRY', 'BRANDEIS BLUE', 'BRASS', 'BRICK RED',
              'BRIGHT CERULEAN', 'BRIGHT GREEN', 'BRIGHT LAVENDER', 'BRIGHT LILAC', 'BRIGHT MAROON', 'BRIGHT NAVY BLUE',
              'BRIGHT PINK', 'BRIGHT TURQUOISE', 'BRIGHT UBE', 'BRIGHT YELLOW', 'BRILLIANT AZURE', 'BRILLIANT LAVENDER',
              'BRILLIANT ROSE', 'BRINK PINK', 'BRITISH RACING GREEN', 'BRONZE', 'BRONZE YELLOW', 'BROWN', 'BROWN SUGAR',
              'BROWN YELLOW', 'BROWN-NOSE', 'BRUNSWICK GREEN', 'BUBBLE GUM', 'BUBBLES', 'BUD GREEN', 'BUFF',
              'BULGARIAN ROSE', 'BURGUNDY', 'BURLYWOOD', 'BURNISHED BROWN', 'BURNT ORANGE', 'BURNT SIENNA',
              'BURNT UMBER', 'BYZANTINE', 'BYZANTIUM', 'CG BLUE', 'CG RED', 'CADET', 'CADET BLUE', 'CADET GREY',
              'CADMIUM GREEN', 'CADMIUM ORANGE', 'CADMIUM RED', 'CADMIUM YELLOW', 'CAFÉ AU LAIT', 'CAFÉ NOIR',
              'CAL POLY GREEN', 'CAMBRIDGE BLUE', 'CAMEL', 'CAMEO PINK', 'CAMOUFLAGE GREEN', 'CANARY YELLOW',
              'CANDY APPLE RED', 'CANDY PINK', 'CAPRI', 'CAPUT MORTUUM', 'CARDINAL', 'CARIBBEAN GREEN', 'CARMINE',
              'CARMINE PINK', 'CARMINE RED', 'CARNATION PINK', 'CARNELIAN', 'CAROLINA BLUE', 'CARROT ORANGE',
              'CASTLETON GREEN', 'CATALINA BLUE', 'CATAWBA', 'CEDAR CHEST', 'CEIL', 'CELADON', 'CELADON BLUE',
              'CELADON GREEN', 'CELESTE', 'CELESTIAL BLUE', 'CERISE', 'CERISE PINK', 'CERULEAN', 'CERULEAN BLUE',
              'CERULEAN FROST', 'CHAMOISEE', 'CHAMPAGNE', 'CHARCOAL', 'CHARLESTON GREEN', 'CHARM PINK', 'CHARTREUSE',
              'CHERRY', 'CHERRY BLOSSOM PINK', 'CHESTNUT', 'CHINA PINK', 'CHINA ROSE', 'CHINESE RED', 'CHINESE VIOLET',
              'CHLOROPHYLL GREEN', 'CHOCOLATE', 'CHROME YELLOW', 'CINEREOUS', 'CINNABAR', 'CINNAMON SATIN',
              'CINNAMON[CITATION NEEDED]', 'CITRINE', 'CITRON', 'CLARET', 'CLASSIC ROSE', 'COBALT BLUE', 'COCOA BROWN',
              'COCONUT', 'COFFEE', 'COLUMBIA BLUE', 'CONGO PINK', 'COOL BLACK', 'COOL GREY', 'COPPER', 'COPPER PENNY',
              'COPPER RED', 'COPPER ROSE', 'COQUELICOT', 'CORAL', 'CORAL PINK', 'CORAL RED', 'CORDOVAN', 'CORN',
              'CORNELL RED', 'CORNFLOWER BLUE', 'CORNSILK', 'COSMIC COBALT', 'COSMIC LATTE', 'COTTON CANDY',
              'COYOTE BROWN', 'CREAM', 'CRIMSON', 'CRIMSON GLORY', 'CRIMSON RED', 'CULTURED', 'CYAN', 'CYAN AZURE',
              'CYAN COBALT BLUE', 'CYAN CORNFLOWER BLUE', 'CYAN-BLUE AZURE', 'CYBER GRAPE', 'CYBER YELLOW', 'CYCLAMEN',
              'DAFFODIL', 'DANDELION', 'DARK BLUE', 'DARK BLUE-GRAY', 'DARK BROWN', 'DARK BROWN-TANGELO',
              'DARK BYZANTIUM', 'DARK CANDY APPLE RED', 'DARK CERULEAN', 'DARK CHESTNUT', 'DARK CORAL', 'DARK CYAN',
              'DARK ELECTRIC BLUE', 'DARK GOLDENROD', 'DARK GRAY', 'DARK GREEN', 'DARK GUNMETAL', 'DARK IMPERIAL BLUE',
              'DARK JUNGLE GREEN', 'DARK KHAKI', 'DARK LAVA', 'DARK LAVENDER', 'DARK LIVER', 'DARK MAGENTA',
              'DARK MEDIUM GRAY', 'DARK MIDNIGHT BLUE', 'DARK MOSS GREEN', 'DARK OLIVE GREEN', 'DARK ORANGE',
              'DARK ORCHID', 'DARK PASTEL BLUE', 'DARK PASTEL GREEN', 'DARK PASTEL PURPLE', 'DARK PASTEL RED',
              'DARK PINK', 'DARK POWDER BLUE', 'DARK PUCE', 'DARK PURPLE', 'DARK RASPBERRY', 'DARK RED', 'DARK SALMON',
              'DARK SCARLET', 'DARK SEA GREEN', 'DARK SIENNA', 'DARK SKY BLUE', 'DARK SLATE BLUE', 'DARK SLATE GRAY',
              'DARK SPRING GREEN', 'DARK TAN', 'DARK TANGERINE', 'DARK TAUPE', 'DARK TERRA COTTA', 'DARK TURQUOISE',
              'DARK VANILLA', 'DARK VIOLET', 'DARK YELLOW', 'DARTMOUTH GREEN', "DAVY'S GREY", 'DEBIAN RED',
              'DEEP AQUAMARINE', 'DEEP CARMINE', 'DEEP CARMINE PINK', 'DEEP CARROT ORANGE', 'DEEP CERISE',
              'DEEP CHAMPAGNE', 'DEEP CHESTNUT', 'DEEP COFFEE', 'DEEP FUCHSIA', 'DEEP GREEN',
              'DEEP GREEN-CYAN TURQUOISE', 'DEEP JUNGLE GREEN', 'DEEP KOAMARU', 'DEEP LEMON', 'DEEP LILAC',
              'DEEP MAGENTA', 'DEEP MAROON', 'DEEP MAUVE', 'DEEP MOSS GREEN', 'DEEP PEACH', 'DEEP PINK', 'DEEP PUCE',
              'DEEP RED', 'DEEP RUBY', 'DEEP SAFFRON', 'DEEP SKY BLUE', 'DEEP SPACE SPARKLE', 'DEEP SPRING BUD',
              'DEEP TAUPE', 'DEEP TUSCAN RED', 'DEEP VIOLET', 'DEER', 'DENIM', 'DENIM BLUE', 'DESATURATED CYAN',
              'DESERT', 'DESERT SAND', 'DESIRE', 'DIAMOND', 'DIM GRAY', 'DINGY DUNGEON', 'DIRT', 'DODGER BLUE',
              'DOGWOOD ROSE', 'DOLLAR BILL', 'DONKEY BROWN', 'DRAB', 'DUKE BLUE', 'DUST STORM', 'DUTCH WHITE',
              'EARTH YELLOW', 'EBONY', 'ECRU', 'EERIE BLACK', 'EGGPLANT', 'EGGSHELL', 'EGYPTIAN BLUE', 'ELECTRIC BLUE',
              'ELECTRIC CRIMSON', 'ELECTRIC CYAN', 'ELECTRIC GREEN', 'ELECTRIC INDIGO', 'ELECTRIC LAVENDER',
              'ELECTRIC LIME', 'ELECTRIC PURPLE', 'ELECTRIC ULTRAMARINE', 'ELECTRIC VIOLET', 'ELECTRIC YELLOW',
              'EMERALD', 'EMINENCE', 'ENGLISH GREEN', 'ENGLISH LAVENDER', 'ENGLISH RED', 'ENGLISH VERMILLION',
              'ENGLISH VIOLET', 'ETON BLUE', 'EUCALYPTUS', 'FALLOW', 'FALU RED', 'FANDANGO', 'FANDANGO PINK',
              'FASHION FUCHSIA', 'FAWN', 'FELDGRAU', 'FELDSPAR', 'FERN GREEN', 'FERRARI RED', 'FIELD DRAB',
              'FIERY ROSE', 'FIRE ENGINE RED', 'FIREBRICK', 'FLAME', 'FLAMINGO PINK', 'FLATTERY', 'FLAVESCENT', 'FLAX',
              'FLIRT', 'FLORAL WHITE', 'FLUORESCENT ORANGE', 'FLUORESCENT PINK', 'FLUORESCENT YELLOW', 'FOLLY',
              'FOREST GREEN', 'FRENCH BEIGE', 'FRENCH BISTRE', 'FRENCH BLUE', 'FRENCH FUCHSIA', 'FRENCH LILAC',
              'FRENCH LIME', 'FRENCH MAUVE', 'FRENCH PINK', 'FRENCH PLUM', 'FRENCH PUCE', 'FRENCH RASPBERRY',
              'FRENCH ROSE', 'FRENCH SKY BLUE', 'FRENCH VIOLET', 'FRENCH WINE', 'FRESH AIR', 'FROSTBITE', 'FUCHSIA',
              'FUCHSIA PINK', 'FUCHSIA PURPLE', 'FUCHSIA ROSE', 'FULVOUS', 'FUZZY WUZZY', 'GO GREEN', 'GAINSBORO',
              'GAMBOGE', 'GAMBOGE ORANGE', 'GARGOYLE GAS', 'GENERIC VIRIDIAN', 'GHOST WHITE', "GIANT'S CLUB",
              'GIANTS ORANGE', 'GINGER', 'GLAUCOUS', 'GLITTER', 'GLOSSY GRAPE', 'GOLD', 'GOLD FUSION', 'GOLDEN BROWN',
              'GOLDEN POPPY', 'GOLDEN YELLOW', 'GOLDENROD', 'GRANITE GRAY', 'GRANNY SMITH APPLE', 'GRAPE', 'GRAY',
              'GRAY-ASPARAGUS', 'GRAY-BLUE', 'GREEN', 'GREEN LIZARD', 'GREEN SHEEN', 'GREEN-BLUE', 'GREEN-CYAN',
              'GREEN-YELLOW', 'GRIZZLY', 'GRULLO', 'GUNMETAL', 'GUPPIE GREEN', 'HALAYÀ ÚBE', 'HAN BLUE', 'HAN PURPLE',
              'HANSA YELLOW', 'HARLEQUIN', 'HARLEQUIN GREEN', 'HARVARD CRIMSON', 'HARVEST GOLD', 'HEART GOLD',
              'HEAT WAVE', 'HELIOTROPE', 'HELIOTROPE GRAY', 'HELIOTROPE MAGENTA', 'HOLLYWOOD CERISE', 'HONEYDEW',
              'HONOLULU BLUE', "HOOKER'S GREEN", 'HOT MAGENTA', 'HOT PINK', 'HUNTER GREEN', 'ICEBERG', 'ICTERINE',
              'ILLUMINATING EMERALD', 'IMPERIAL', 'IMPERIAL BLUE', 'IMPERIAL PURPLE', 'IMPERIAL RED', 'INCHWORM',
              'INDEPENDENCE', 'INDIA GREEN', 'INDIAN RED', 'INDIAN YELLOW', 'INDIGO', 'INDIGO DYE',
              'INTERNATIONAL KLEIN BLUE', 'INTERNATIONAL ORANGE', 'IRIS', 'IRRESISTIBLE', 'ISABELLINE', 'ISLAMIC GREEN',
              'ITALIAN SKY BLUE', 'IVORY', 'JADE', 'JAPANESE CARMINE', 'JAPANESE INDIGO', 'JAPANESE VIOLET', 'JASMINE',
              'JASPER', 'JAZZBERRY JAM', 'JELLY BEAN', 'JET', 'JONQUIL', 'JORDY BLUE', 'JUNE BUD', 'JUNGLE GREEN',
              'KU CRIMSON', 'KELLY GREEN', 'KENYAN COPPER', 'KEPPEL', 'KEY LIME', 'KHAKI', 'KOBE', 'KOBI', 'KOBICHA',
              'KOMBU GREEN', 'LA SALLE GREEN', 'LANGUID LAVENDER', 'LAPIS LAZULI', 'LASER LEMON', 'LAUREL GREEN',
              'LAVA', 'LAVENDER', 'LAVENDER BLUE', 'LAVENDER BLUSH', 'LAVENDER GRAY', 'LAVENDER INDIGO',
              'LAVENDER MAGENTA', 'LAVENDER MIST', 'LAVENDER PINK', 'LAVENDER PURPLE', 'LAVENDER ROSE', 'LAWN GREEN',
              'LEMON', 'LEMON CHIFFON', 'LEMON CURRY', 'LEMON GLACIER', 'LEMON LIME', 'LEMON MERINGUE', 'LEMON YELLOW',
              'LENURPLE', 'LIBERTY', 'LICORICE', 'LIGHT APRICOT', 'LIGHT BLUE', 'LIGHT BRILLIANT RED', 'LIGHT BROWN',
              'LIGHT CARMINE PINK', 'LIGHT COBALT BLUE', 'LIGHT CORAL', 'LIGHT CORNFLOWER BLUE', 'LIGHT CRIMSON',
              'LIGHT CYAN', 'LIGHT DEEP PINK', 'LIGHT FRENCH BEIGE', 'LIGHT FUCHSIA PINK', 'LIGHT GOLDENROD YELLOW',
              'LIGHT GRAY', 'LIGHT GRAYISH MAGENTA', 'LIGHT GREEN', 'LIGHT HOT PINK', 'LIGHT KHAKI',
              'LIGHT MEDIUM ORCHID', 'LIGHT MOSS GREEN', 'LIGHT ORCHID', 'LIGHT PASTEL PURPLE', 'LIGHT PINK',
              'LIGHT RED OCHRE', 'LIGHT SALMON', 'LIGHT SALMON PINK', 'LIGHT SEA GREEN', 'LIGHT SKY BLUE',
              'LIGHT SLATE GRAY', 'LIGHT STEEL BLUE', 'LIGHT TAUPE', 'LIGHT THULIAN PINK', 'LIGHT YELLOW', 'LILAC',
              'LILAC LUSTER', 'LIME', 'LIME GREEN', 'LIMERICK', 'LINCOLN GREEN', 'LINEN', 'LION', 'LISERAN PURPLE',
              'LITTLE BOY BLUE', 'LIVER', 'LIVER CHESTNUT', 'LIVID', 'LUMBER', 'LUST', 'MSU GREEN',
              'MACARONI AND CHEESE', 'MAGENTA', 'MAGENTA HAZE', 'MAGENTA-PINK', 'MAGIC MINT', 'MAGIC POTION',
              'MAGNOLIA', 'MAHOGANY', 'MAIZE', 'MAJORELLE BLUE', 'MALACHITE', 'MANATEE', 'MANDARIN', 'MANGO TANGO',
              'MANTIS', 'MARDI GRAS', 'MARIGOLD', 'MAROON', 'MAUVE', 'MAUVE TAUPE', 'MAUVELOUS', 'MAXIMUM BLUE',
              'MAXIMUM YELLOW', 'MAY GREEN', 'MAYA BLUE', 'MEAT BROWN', 'MEDIUM AQUAMARINE', 'MEDIUM BLUE',
              'MEDIUM CANDY APPLE RED', 'MEDIUM CARMINE', 'MEDIUM CHAMPAGNE', 'MEDIUM ELECTRIC BLUE',
              'MEDIUM JUNGLE GREEN', 'MEDIUM LAVENDER MAGENTA', 'MEDIUM ORCHID', 'MEDIUM PERSIAN BLUE', 'MEDIUM PURPLE',
              'MEDIUM RED-VIOLET', 'MEDIUM RUBY', 'MEDIUM SEA GREEN', 'MEDIUM SKY BLUE', 'MEDIUM SLATE BLUE',
              'MEDIUM SPRING BUD', 'MEDIUM SPRING GREEN', 'MEDIUM TAUPE', 'MEDIUM TURQUOISE', 'MEDIUM TUSCAN RED',
              'MEDIUM VERMILION', 'MEDIUM VIOLET-RED', 'MELLOW APRICOT', 'MELLOW YELLOW', 'MELON', 'METAL PINK',
              'METALLIC SEAWEED', 'METALLIC SUNBURST', 'MEXICAN PINK', 'MIDNIGHT', 'MIDNIGHT BLUE', 'MIDNIGHT GREEN',
              'MIKADO YELLOW', 'MINDARO', 'MING', 'MINION YELLOW', 'MINT', 'MINT CREAM', 'MINT GREEN', 'MISTY MOSS',
              'MISTY ROSE', 'MOCCASIN', 'MODE BEIGE', 'MOONSTONE BLUE', 'MORDANT RED 19', 'MOSS GREEN',
              'MOUNTAIN MEADOW', 'MOUNTBATTEN PINK', 'MUGHAL GREEN', 'MULBERRY', "MUMMY'S TOMB", 'MUSTARD',
              'MYRTLE GREEN', 'MYSTIC', 'MYSTIC MAROON', 'NADESHIKO PINK', 'NAPIER GREEN', 'NAPLES YELLOW',
              'NAVAJO WHITE', 'NAVY', 'NAVY PURPLE', 'NEON CARROT', 'NEON FUCHSIA', 'NEON GREEN', 'NEW CAR',
              'NEW YORK PINK', 'NICKEL', 'NON-PHOTO BLUE', 'NORTH TEXAS GREEN', 'NYANZA', 'OU CRIMSON RED',
              'OCEAN BLUE', 'OCEAN BOAT BLUE', 'OCEAN GREEN', 'OCHRE', 'OFFICE GREEN', 'OGRE ODOR', 'OLD BURGUNDY',
              'OLD GOLD', 'OLD HELIOTROPE', 'OLD LACE', 'OLD LAVENDER', 'OLD MAUVE', 'OLD MOSS GREEN', 'OLD ROSE',
              'OLD SILVER', 'OLIVE', 'OLIVE DRAB', 'OLIVE DRAB #7', 'OLIVINE', 'ONYX', 'OPERA MAUVE', 'ORANGE',
              'ORANGE PEEL', 'ORANGE SODA', 'ORANGE-RED', 'ORANGE-YELLOW', 'ORCHID', 'ORCHID PINK', 'ORIOLES ORANGE',
              'OTTER BROWN', 'OUTER SPACE', 'OUTRAGEOUS ORANGE', 'OXFORD BLUE', 'PACIFIC BLUE', 'PAKISTAN GREEN',
              'PALATINATE BLUE', 'PALATINATE PURPLE', 'PALE AQUA', 'PALE BLUE', 'PALE BROWN', 'PALE CARMINE',
              'PALE CERULEAN', 'PALE CHESTNUT', 'PALE COPPER', 'PALE CORNFLOWER BLUE', 'PALE CYAN', 'PALE GOLD',
              'PALE GOLDENROD', 'PALE GREEN', 'PALE LAVENDER', 'PALE MAGENTA', 'PALE MAGENTA-PINK', 'PALE PINK',
              'PALE PLUM', 'PALE RED-VIOLET', 'PALE ROBIN EGG BLUE', 'PALE SILVER', 'PALE SPRING BUD', 'PALE TAUPE',
              'PALE TURQUOISE', 'PALE VIOLET', 'PALE VIOLET-RED', 'PANSY PURPLE', 'PAOLO VERONESE GREEN', 'PAPAYA WHIP',
              'PARADISE PINK', 'PARIS GREEN', 'PASTEL BLUE', 'PASTEL BROWN', 'PASTEL GRAY', 'PASTEL GREEN',
              'PASTEL MAGENTA', 'PASTEL ORANGE', 'PASTEL PINK', 'PASTEL PURPLE', 'PASTEL RED', 'PASTEL VIOLET',
              'PASTEL YELLOW', 'PATRIARCH', "PAYNE'S GREY", 'PEACH', 'PEACH PUFF', 'PEACH-ORANGE', 'PEACH-YELLOW',
              'PEAR', 'PEARL', 'PEARL AQUA', 'PEARLY PURPLE', 'PERIDOT', 'PERIWINKLE', 'PERMANENT GERANIUM LAKE',
              'PERSIAN BLUE', 'PERSIAN GREEN', 'PERSIAN INDIGO', 'PERSIAN ORANGE', 'PERSIAN PINK', 'PERSIAN PLUM',
              'PERSIAN RED', 'PERSIAN ROSE', 'PERSIMMON', 'PERU', 'PEWTER BLUE', 'PHLOX', 'PHTHALO BLUE',
              'PHTHALO GREEN', 'PICTON BLUE', 'PICTORIAL CARMINE', 'PIGGY PINK', 'PINE GREEN', 'PINEAPPLE', 'PINK',
              'PINK FLAMINGO', 'PINK LACE', 'PINK LAVENDER', 'PINK PEARL', 'PINK RASPBERRY', 'PINK SHERBET',
              'PINK-ORANGE', 'PISTACHIO', 'PIXIE POWDER', 'PLATINUM', 'PLUM', 'PLUMP PURPLE', 'POLISHED PINE',
              'POMP AND POWER', 'POPSTAR', 'PORTLAND ORANGE', 'POWDER BLUE', 'PRINCESS PERFUME', 'PRINCETON ORANGE',
              'PRUNE', 'PRUSSIAN BLUE', 'PSYCHEDELIC PURPLE', 'PUCE', 'PUCE RED', 'PULLMAN BROWN', 'PULLMAN GREEN',
              'PUMPKIN', 'PURPLE', 'PURPLE HEART', 'PURPLE MOUNTAIN MAJESTY', 'PURPLE NAVY', 'PURPLE PIZZAZZ',
              'PURPLE PLUM', 'PURPLE TAUPE', 'PURPUREUS', 'QUARTZ', 'QUEEN BLUE', 'QUEEN PINK', 'QUICK SILVER',
              'QUINACRIDONE MAGENTA', 'RACKLEY', 'RADICAL RED', 'RAISIN BLACK', 'RAJAH', 'RASPBERRY', 'RASPBERRY GLACE',
              'RASPBERRY PINK', 'RASPBERRY ROSE', 'RAW SIENNA', 'RAW UMBER', 'RAZZLE DAZZLE ROSE', 'RAZZMATAZZ',
              'RAZZMIC BERRY', 'REBECCA PURPLE', 'RED', 'RED DEVIL', 'RED SALSA', 'RED-BROWN', 'RED-ORANGE',
              'RED-PURPLE', 'RED-VIOLET', 'REDWOOD', 'REGALIA', 'REGISTRATION BLACK', 'RESOLUTION BLUE', 'RHYTHM',
              'RICH BLACK', 'RICH BRILLIANT LAVENDER', 'RICH CARMINE', 'RICH ELECTRIC BLUE', 'RICH LAVENDER',
              'RICH LILAC', 'RICH MAROON', 'RIFLE GREEN', 'ROAST COFFEE', 'ROBIN EGG BLUE', 'ROCKET METALLIC',
              'ROMAN SILVER', 'ROSE', 'ROSE BONBON', 'ROSE DUST', 'ROSE EBONY', 'ROSE GOLD', 'ROSE MADDER', 'ROSE PINK',
              'ROSE QUARTZ', 'ROSE RED', 'ROSE TAUPE', 'ROSE VALE', 'ROSEWOOD', 'ROSSO CORSA', 'ROSY BROWN',
              'ROYAL AZURE', 'ROYAL BLUE', 'ROYAL FUCHSIA', 'ROYAL PURPLE', 'ROYAL YELLOW', 'RUBER', 'RUBINE RED',
              'RUBY', 'RUBY RED', 'RUDDY', 'RUDDY BROWN', 'RUDDY PINK', 'RUFOUS', 'RUSSET', 'RUSSIAN GREEN',
              'RUSSIAN VIOLET', 'RUST', 'RUSTY RED', 'SACRAMENTO STATE GREEN', 'SADDLE BROWN', 'SAFETY ORANGE',
              'SAFETY YELLOW', 'SAFFRON', 'SAGE', 'SALMON', 'SALMON PINK', 'SAND', 'SAND DUNE', 'SANDSTORM',
              'SANDY BROWN', 'SANDY TAUPE', 'SANGRIA', 'SAP GREEN', 'SAPPHIRE', 'SAPPHIRE BLUE', 'SASQUATCH SOCKS',
              'SATIN SHEEN GOLD', 'SCARLET', 'SCHAUSS PINK', 'SCHOOL BUS YELLOW', 'SCREAMIN GREEN', 'SEA BLUE',
              'SEA GREEN', 'SEA SERPENT', 'SEAL BROWN', 'SEASHELL', 'SELECTIVE YELLOW', 'SEPIA', 'SHADOW',
              'SHADOW BLUE', 'SHAMPOO', 'SHAMROCK GREEN', 'SHEEN GREEN', 'SHIMMERING BLUSH', 'SHINY SHAMROCK',
              'SHOCKING PINK', 'SIENNA', 'SILVER', 'SILVER CHALICE', 'SILVER LAKE BLUE', 'SILVER PINK', 'SILVER SAND',
              'SINOPIA', 'SIZZLING RED', 'SIZZLING SUNRISE', 'SKOBELOFF', 'SKY BLUE', 'SKY MAGENTA', 'SLATE BLUE',
              'SLATE GRAY', 'SLIMY GREEN', 'SMALT', 'SMASHED PUMPKIN', 'SMITTEN', 'SMOKE', 'SMOKEY TOPAZ',
              'SMOKY BLACK', 'SMOKY TOPAZ', 'SNOW', 'SOAP', 'SOLID PINK', 'SONIC SILVER', 'SPACE CADET',
              'SPANISH BISTRE', 'SPANISH BLUE', 'SPANISH CARMINE', 'SPANISH CRIMSON', 'SPANISH GRAY', 'SPANISH GREEN',
              'SPANISH ORANGE', 'SPANISH PINK', 'SPANISH RED', 'SPANISH SKY BLUE', 'SPANISH VIOLET', 'SPANISH VIRIDIAN',
              'SPARTAN CRIMSON', 'SPICY MIX', 'SPIRO DISCO BALL', 'SPRING BUD', 'SPRING FROST', 'SPRING GREEN',
              "ST. PATRICK'S BLUE", 'STAR COMMAND BLUE', 'STEEL BLUE', 'STEEL PINK', 'STEEL TEAL',
              'STIL DE GRAIN YELLOW', 'STIZZA', 'STORMCLOUD', 'STRAW', 'STRAWBERRY', 'SUGAR PLUM', 'SUNBURNT CYCLOPS',
              'SUNGLOW', 'SUNNY', 'SUNRAY', 'SUNSET', 'SUNSET ORANGE', 'SUPER PINK', 'SWEET BROWN', 'TAN', 'TANGELO',
              'TANGERINE', 'TANGERINE YELLOW', 'TANGO PINK', 'TART ORANGE', 'TAUPE', 'TAUPE GRAY', 'TEA GREEN',
              'TEA ROSE', 'TEAL', 'TEAL BLUE', 'TEAL DEER', 'TEAL GREEN', 'TELEMAGENTA', 'TENNÉ', 'TERRA COTTA',
              'THISTLE', 'THULIAN PINK', 'TICKLE ME PINK', 'TIFFANY BLUE', "TIGER'S EYE", 'TIMBERWOLF',
              'TITANIUM YELLOW', 'TOMATO', 'TOOLBOX', 'TOPAZ', 'TRACTOR RED', 'TROLLEY GREY', 'TROPICAL RAIN FOREST',
              'TROPICAL VIOLET', 'TRUE BLUE', 'TUFTS BLUE', 'TULIP', 'TUMBLEWEED', 'TURKISH ROSE', 'TURQUOISE',
              'TURQUOISE BLUE', 'TURQUOISE GREEN', 'TURTLE GREEN', 'TUSCAN', 'TUSCAN BROWN', 'TUSCAN RED', 'TUSCAN TAN',
              'TUSCANY', 'TWILIGHT LAVENDER', 'TYRIAN PURPLE', 'UA BLUE', 'UA RED', 'UCLA BLUE', 'UCLA GOLD',
              'UFO GREEN', 'UP FOREST GREEN', 'UP MAROON', 'USAFA BLUE', 'USC CARDINAL', 'USC GOLD', 'UBE',
              'ULTRA PINK', 'ULTRA RED', 'ULTRAMARINE', 'ULTRAMARINE BLUE', 'UMBER', 'UNBLEACHED SILK',
              'UNITED NATIONS BLUE', 'UNIVERSITY OF CALIFORNIA GOLD', 'UNIVERSITY OF TENNESSEE ORANGE',
              'UNMELLOW YELLOW', 'UPSDELL RED', 'UROBILIN', 'UT<NAME>', 'VAN DYKE BROWN', 'VANILLA', 'VANILLA ICE',
              'VEGAS GOLD', 'VENETIAN RED', 'VERDIGRIS', 'VERMILION', 'VERONICA', 'VERY LIGHT AZURE', 'VERY LIGHT BLUE',
              'VERY LIGHT MALACHITE GREEN', 'VERY LIGHT TANGELO', 'VERY PALE ORANGE', 'VERY PALE YELLOW', 'VIOLET',
              'VIOLET-BLUE', 'VIOLET-RED', 'VIRIDIAN', 'VIRIDIAN GREEN', 'VISTA BLUE', 'VIVID AMBER', 'VIVID AUBURN',
              'VIVID BURGUNDY', 'VIVID CERISE', 'VIVID CERULEAN', 'VIVID CRIMSON', 'VIVID GAMBOGE', 'VIVID LIME GREEN',
              'VIVID MALACHITE', 'VIVID MULBERRY', 'VIVID ORANGE', 'VIVID ORANGE PEEL', 'VIVID ORCHID',
              'VIVID RASPBERRY', 'VIVID RED', 'VIVID RED-TANGELO', 'VIVID SKY BLUE', 'VIVID TANGELO', 'VIVID TANGERINE',
              'VIVID VERMILION', 'VIVID VIOLET', 'VIVID YELLOW', 'VOLT', 'WARM BLACK', 'WATERSPOUT', 'WELDON BLUE',
              'WENGE', 'WHEAT', 'WHITE', 'WHITE SMOKE', 'WILD BLUE YONDER', 'WILD ORCHID', 'WILD STRAWBERRY',
              'WILD WATERMELON', 'WILLPOWER ORANGE', 'WINDSOR TAN', 'WINE', 'WINE DREGS', 'WINTER SKY', 'WINTER WIZARD',
              'WINTERGREEN DREAM', 'WISTERIA', 'WOOD BROWN', 'XANADU', 'YALE BLUE', 'YANKEES BLUE', 'YELLOW',
              'YELLOW ORANGE', 'YELLOW ROSE', 'YELLOW SUNSHINE', 'YELLOW-GREEN', 'ZAFFRE', 'ZINNWALDITE BROWN', 'ZOMP']
COLOR_DICT = set(COLOR_LIST)

CAR_MAKE_KEY_WORDS = ['<NAME>', '<NAME>', 'AUDI', 'BENTLEY', 'BENZ', 'BMW', 'BUGATTI', 'CADILLAC',
                      'CHEVROLET',
                      'CHRYSLER', 'CITROËN', 'CORVETTE', 'DAF', 'DACIA', 'DAEWOO', 'DAIHATSU', 'DATSUN', 'DE LOREAN',
                      'DINO',
                      'DODGE', 'FARBOUD', 'FERRARI', 'FIAT', 'FORD', 'HONDA', 'HUMMER', 'HYUNDAI', 'JAGUAR', 'JEEP',
                      'KIA',
                      'KOENIGSEGG', 'LADA', 'LAMBORGHINI', 'LANCIA', 'LAND ROVER', 'LEXUS', 'LIGIER', 'LINCOLN',
                      'LOTUS',
                      'MARTINI', 'MASERATI', 'MAYBACH', 'MAZDA', 'MCLAREN', 'MERCEDES-BENZ', 'MINI', 'MITSUBISHI',
                      'NISSAN',
                      'NOBLE', 'OPEL', 'PEUGEOT', 'PONTIAC', 'PORSCHE', 'RENAULT', 'ROLLS-ROYCE', 'SAAB', 'SEAT',
                      'ŠKODA',
                      'SMART', 'SPYKER', 'SUBARU', 'SUZUKI', 'TOYOTA', 'VAUXHALL', 'VOLKSWAGEN', 'VOLVO']

NYC_AGENCY_LIST = ['NYCOA', 'AJC', 'OATH', 'DFTA', 'MOA', 'BPL', 'DOB', 'BIC',
                   'CFB', 'CIDI', 'OCME', 'ACS', 'CLERK', 'DCP', 'CUNY',
                   'DCAS', 'CECM', 'CEC', 'CSC', 'CCRB', 'CGE', 'CCPC', 'CAU',
                   'CB', 'COMP', 'COIB', 'DCA', 'DCWP', 'MOCS', 'BOC', 'DOC',
                   'DCLA', 'MODA', 'DDC', 'Brooklyn', 'Manhattan', 'DOE',
                   'BOE', 'MOEC', 'DEP', 'EEPC', 'DOF', 'FDNY', 'GNYC',
                   'DOHMH', 'DHS', 'NYCHA', 'HPD', 'HRO', 'HRA', 'CCHR',
                   'MOIA', 'IBO', 'MOIP', 'DOITT', 'MOIGA', 'DOI', 'MACJ',
                   'OLR', 'LPC', 'LAW', 'BPL', 'NYPL', 'QL', 'LOFT', 'OMB',
                   'MCCM', 'OM', 'IA', 'MOPD', 'OER', 'MOSPCE', 'OMWBE', 'OSP',
                   'ENDGBV', 'MOME', 'NYCGO', 'NYCEDC', 'NYCERS', 'SERVICE',
                   'TFA', 'NYPL', 'OPS', 'DPR', 'OPA', 'NYPD', 'PPF', 'DOP',
                   'PPB', 'BCPA', 'KCPA', 'NYCountyPA', 'QPA', 'RCPA', 'QPL',
                   'DORIS', 'RGB', 'STAR', 'DSNY', 'SCA', 'SBS', 'DSS', 'OSE',
                   'SNP', 'BSA', 'TAT', 'TC', 'TLC', 'DOT', 'DVS', 'NYWB',
                   'NYW', 'DYCD']
NYC_AGENCY_DICT = set(NYC_AGENCY_LIST)

BOROUGHS_LIST = ['K', 'M', 'Q', 'R', 'X', 'BROOKLYN', 'MANHATTAN', 'QUEENS', 'THE BRONX', 'STATEN ISLAND', '1',
                 '2',
                 '3', '4', '5']

BOROUGHS_DICT = set(BOROUGHS_LIST)

SCHOOL_KEY_WORDS = ['SCHOOL', 'HIGH SCHOOL', 'ACADEMY', 'HS']

ADDRESS_KEY_WORDS = ['AVENUE', 'STREET', 'ROAD', 'BOULEVARD', 'PARKWAY',
                     'EXPRESSWAY', 'DRIVE']

VEHICLE_LIST = ['4 DR SEDAN', 'REFG', 'STATION WAGON/SPORT UTILITY VEHICLE', 'OTHER', 'FIRE TRUCK', 'MOTORCYCLE',
                'CB', 'TL', 'PASSENGER VEHICLE', 'MOPD', 'TR', 'E-BIK', 'SEDAN', 'A', '2C', 'TK', 'PV', 'SV',
                'MOTORBIKE', 'CARR', 'FIRE', 'SMALL COM VEH(4 TIRES)', 'BUS', 'TOW', 'MCY',
                'LARGE COM VEH(6 OR MORE TIRES)', 'JP', 'BEVERAGE TRUCK', '4D H', 'BIKE', 'VAN',
                'TRACTOR TRUCK DIESEL', 'POLE', 'FLAT RACK', 'LIVERY VEHICLE', 'UNKNOWN', 'HATC']
VEHICLE_DICT = set(VEHICLE_LIST)

NEIGHBORHOOD_LIST = ['FLUSHING-NORTH', 'JACKSON HEIGHTS', 'MOUNT HOPE/MOUNT EDEN', 'GRAMERCY',
                     'GREENWICH VILLAGE-CENTRAL', 'CORONA', 'ASTORIA', 'GRAVESEND', 'WOODSIDE',
                     'UPPER EAST SIDE (96-110)', 'HARLEM-CENTRAL', 'WHITESTONE', 'PELHAM PARKWAY SOUTH',
                     'RIVERDALE', 'ALPHABET CITY', 'ALPHABET CITY', 'MIDTOWN EAST', 'SOHO', 'GRAMERCY',
                     'HARLEM-UPPER', 'GREENWICH VILLAGE-CENTRAL', 'RIVERDALE', 'WILLIAMSBURG-CENTRAL',
                     'EAST NEW YORK', 'ELMHURST', 'MORRISANIA/LONGWOOD', 'BEDFORD PARK/NORWOOD', 'EAST VILLAGE',
                     'MELROSE/CONCOURSE', 'BEDFORD STUYVESANT', 'EAST HARLEM', 'WILLIAMSBURG-SOUTH',
                     'PELHAM PARKWAY SOUTH', 'BED-STUY', 'PARK SLOPE', 'EAST TREMONT', 'EAST TREMONT',
                     'BEDFORD PARK/NORWOOD', 'MELROSE/CONCOURSE', 'REGO PARK', 'BOROUGH PARK', 'ASTORIA',
                     'JACKSON HEIGHTS', 'LONG ISLAND CITY', 'RIVERDALE', 'DUMBO-DOWNTOWN BROOKLYN', 'BROWNSVILLE',
                     'CLINTON', 'NEW SPRINGVILLE', 'NEW SPRINGVILLE', 'BUSHWICK', 'CHELSEA-UNION SQ', 'CHINATOWN']
NEIGHBORHOOD_DICT = set(NEIGHBORHOOD_LIST)

SCHOOL_LEVEL_LIST = ['HIGH SCHOOL', 'TRANSFER SCHOOL', 'K-3', 'MIDDLE', 'K-8 SCHOOL', 'ELEMENTARY SCHOOL',
                     'TRANSFER HIGH SCHOOL', 'HIGH SCHOOL TRANSFER', 'MIDDLE SCHOOL', 'ELEMENTARY', 'YABC', 'K-8']
SCHOOL_LEVEL_DICT = set(SCHOOL_LEVEL_LIST)

AREA_OF_STUDY_LIST = ['ENGINEERING', 'HUMANITIES & INTERDISCIPLINARY', 'SCIENCE & MATH', 'LAW & GOVERNMENT',
                      'HEALTH PROFESSIONS', 'PERFORMING ARTS', 'COMPUTER SCIENCE & TECHNOLOGY']
AREA_OF_STUDY_DICT = set(AREA_OF_STUDY_LIST)

SUBJECT_LIST = ['MATH B', 'ENGLISH', 'CHEMISTRY', 'SCIENCE', 'OTHER', 'US GOVERNMENT', 'ENGLISH 9', 'ENGLISH 12',
                'MATCHED SECTIONS', 'US HISTORY', 'ECONOMICS', 'GLOBAL HISTORY 9', 'US GOVERNMENT & ECONOMICS',
                'LIVING ENVIRONMENT', 'MATH A', 'SOCIAL STUDIES', 'ALGEBRA', 'ENGLISH 10', 'ASSUMED TEAM TEACHING',
                'ENGLISH 11', 'PHYSICS', 'GEOMETRY', 'EARTH SCIENCE', 'MATH', 'GLOBAL HISTORY 10']
SUBJECT_DICT = set(SUBJECT_LIST)

BUSINESS_LIST = ['STEVEN R. SAVINO ARCHITECT PC', 'FXFOWLE ARCHITECTS LLP', 'TACOMBI', "JOE'S",
                 "BILL'S BAR AND BURGER DOWNTOWN", 'FLOR DE BROADWAY', 'PAD THAI', 'KOOK', 'M.G. MCLAREN ENGINEERING',
                 'H&H MIDTOWN BAGEL', 'COOPERS CRAFT AND KITCHEN', 'MAHARAJA PALACE', 'SITE SAFETY LLC',
                 'MEXICANA DELI GROCERY', 'STAR CAFE', 'BOCCA DI BACCO', 'CHENG-SHENG HUANG', 'QUAMAR ZAMAN', "TONY'S",
                 'R. SCOTT LEWIS PE PC', 'TROPICAL RESTAURANT', 'REGIONAL THAI', 'LOVELY DAY', 'NEW APOLO RESTAURANT',
                 'MIKE DINER', "CHAN'S VILLAGE", 'LUCKY HAPPY', 'KYOCHON', 'SIX HAPPY FAMILY KITCHEN',
                 'JOHN STACOM ARCHITECTURAL DESIGN', 'ASIAN YUMMY HOUSE', 'PAPADAM', 'YOMARIS RESTAURANT',
                 'JAN-POL, INC', 'SHV DESIGNS LLC', 'SERGIMMO', 'GRAND SICHMAN', 'TURCO MEDITERRANEAN GRILL',
                 "CHEFS HO'S PEKING DUCK GRILL", 'ORIENTAL CAFE', 'LONG SPRING GARDEN', 'THE ROYAL RESTAURANT',
                 'MAR & TIERRA RESTAURANT & LOUNGE', 'CFS ENGINEERING, DPC', 'CYPHER DESIGN, INC.', 'FRIEND HOUSE',
                 "GINO'S BRICK OVEN PIZZA", 'FAITO CHINESE FOOD', 'NEW DYNASTY INC', 'CHOPSTICKS KING', 'CHALAIT',
                 'BOYD THAI', 'BOTTEGA', 'FRANK J. QUATELA ARCHITECT, P.C.', 'CHINA TASTE',
                 'SANNA & LOCCISANO ARCHITECTS, P.C.', 'BUDDHA BBEEQ', 'MISS FAVELA', 'BOXERS',
                 'MAR DESIGN SERVICES INC', 'MEXICAN RADIO', 'GRAND E.ERN', 'NMI ARCHITECTURE, PLLC',
                 'CHELSEA RISTORANTE ITALIANO', 'AUTOMATED DESIGN ENGINEERING, PLLC', 'JING LUNG CHINESE RESTAURANT',
                 'PERKINS+WILL', 'BAYRIDGE DINER', 'STRONG PLACE', 'EAGLE CITY TEX MEX CHINESE FOOD', 'FORTUNE HOUSE',
                 'CAFE 2000', 'KATZ ARCHITECTURE & PROJECT MANAGEM', "CATHY'S PLACE", "BIG DADDY'S", 'CARRO CAFE',
                 'NOODLES 28', 'SOHO CAFE', 'STOCKED', "HARRY'S ITALIAN", 'INCA ARCHITECTURE PLLC',
                 'MICHAEL G. FAHEY ARCHITECT P.C.', 'ANGELO F. LIARIKOS, ARCHITECT', 'BLEND ASTORIA',
                 'KUTNICK BERNSTEIN ARCHITECTS', 'ALLIGATOR LOUNGE', 'DENNIS DOUGLAS P.E., P.C.', 'MANILA',
                 'MARGULIES HOELZLI ARCHITECTURE, PLL', "GEORGE'S PIZZA", 'H & O ENGINEERING, DPC', 'BAOHAUS',
                 '<NAME>', 'NICOLETTA', '<NAME>', 'ASTORIA CRAFT', 'BURGER & CUP CAKES', 'HY<NAME>',
                 "LUIGI'S NYC", 'STROKOS', 'NIZZA', 'SEVA', 'WESTSIDE STEAK HOUSE', 'MIMIS PIZZA', 'MILK & HONEY',
                 'DARBAR GRILL', 'LICHEE NUT', 'PAPTZUL', "CARMINE'S", 'SIDO FALAFEL & MORE', 'SING HING',
                 'THE ORGANIC GRILL', 'BUS STOP', 'AK ENGINEERING PC', 'EYE CRAVE DESIGN & SERVICES LLC', 'BARAWINE',
                 'CAFE R', 'NEW GRACE CHINESE RESTAURANT', "DUDLEY'S", 'ALBERT MONTOYA ARCHITECT', 'BONCHON CHICKEN',
                 'KITCHEN 79', 'YUM YUM TOO', 'OYSTERS BURGERS MARTINIS', 'BEST YET MARKET', 'NEW WONJO', '<NAME>',
                 'DONALD VAN GERVE PE', 'NEW HO WAH', 'TH<NAME>', 'HUA RONG', 'CAFE SELECT', 'TOKYO BAY',
                 'MOCHA HOOKAH', 'PVE SHEFFLER, LLC', 'FOUR SEASON CAGE', 'JERUSALEM CAFE', "KATZ'S DELICATESSEN",
                 'TBSP', 'FRIEND OF A FARMER', 'BLEECKER STREET PIZZA', 'JUST SALAD', 'D<NAME>', 'BODRUM',
                 'BUILDTECH ENGINEERING DPC', 'ANDAZ', '2A', '5 AVENUE ASIAN TASTE', 'YUMMY CITY',
                 'STAY FRESK GRILL & DELI', '11 B EXPRESS', 'EL PROGRESO', 'CITY ONE', 'DAVID BUCOVY ARCHITECT',
                 'BLUE DOG', 'BAWARCHI', 'PICCOLO CAF\xc9', 'AKF GROUP LLC', '<NAME>', 'THE STUMBLE INN',
                 'RJD ENGINEERING LLC', 'MACHIAVELLI', 'TITAN ENGINEERS', 'FIRST OASIS', 'COOKFOX ARCHITECTS',
                 'HONG KONG & AMEI HOUSE', 'ALEX CAFE & DELI', 'BAR PITTI', 'DOG & BONE', 'MI BELLA PUEBLA',
                 '2 BY 4 ARCHITECTURE PC', 'FORT HAMILTON DINER', 'PIZZA BURGER GYRO RESTAURANT SNACK BAR',
                 "BELLA'S PLACE RESTAURANT", 'DBL', 'MARK D. LIPTON ASSOC.', 'J.K.DESIGN', 'WESTSIDE COFFEE SHOP',
                 'N RICO CAFE RESTAURANT', 'TREADWELL PARK', 'CHUANDONG HAO', 'LANGAN, ENGINEERING, ENVIRONMENTAL,',
                 'FSI ARCHITECTURE, PC', "ZITO'S", 'BEST CHINA HOUSE', "APPLEBEE'S", 'DIEGO MEXICAN GRILL', 'DELICIAS',
                 'ASSOCIATED SUPERMARKETS', 'TACOS MORALOS', 'CHOI ENGINEERING PLLC', 'LALI RESTAURANT',
                 'BEST OF THE WEST DELI', "SUPER KENNEDY'S", "MONTY Q'S", "LOT'S O BAGELS", 'BORO PARK',
                 'DE LAUREN WINES & LIQUORS', 'RAM<NAME>I', 'DILLER SCOFIDIO + RENFRO', '2001', 'CVS',
                 'STROMBOLI PIZZA INC', 'CITY GOURMET', 'P.A. COLLINS PE SIA PLLC', 'SUPER POLLO',
                 'JEFFREY KAMEN ARCHITECT', 'JALAPENO DELI', 'TANO GROUP ARCHITECT', 'KASBALI GRILL',
                 "TACO'S CALIFORNIA RESTAURANT", 'GROTTO', 'CINEMA', 'HILL COUNTRY CHICKEN', 'AMPOL ENGINEERING',
                 'CLAW', 'FUEL ENERGY RESTAURANT', 'KTSE ENGINEERING, PC', 'CAFE CHILI', 'CHINA STATION',
                 'PRIME ENGINEERING PC', 'LITE BITES', "CARMINE'S PIZZA", 'RAAD', "WIMPY'S HAMBURGER PLACE",
                 'SMASH BURGER', "EJ'S", 'BURRITOVILLE', 'ZEN 6', 'UNION CAF\xc9', 'GONY ARCHITECTS AND PLANERS',
                 'BUBBYS HIGHLINE', 'BRICOLAGE DESIGNS', 'TOTOYA', 'BAGELS & WRAPS', "LUKE'S LOBSTA", 'HEAVENLY MARKET',
                 'KORMAN DESIGN & BUILD', 'USCILUTECO 2', 'CRAVE', 'II FORNO PIZZA', 'LA ESPIGUITA',
                 'CHIPMAN DESIGN ARCHITECTURE', 'PIZZA', 'UNO', 'LI ARCHITECT ASSOCIATE, PLLC', 'CHEESY PIZZA',
                 'BOMBAY HEIGHTS', 'GEN RESTAURANT', 'STRUCTURETECH NY', 'ALISBERG PARKER', 'HAWKERS', 'DOS CAMINOS',
                 'SEPTEMBER WINES & SPIRIT', 'POULETTE', 'PIZZA BY CERTE', 'TEQUILITAS', 'ALPHA ENGINEERING, PLLC',
                 'MILE END', 'FAMILY GARDEN RESTAURANT', 'H.C. MCCONNELL ENGINEERING, PLLC', 'NEW YANKEE PIZZA',
                 'PET BOUTIQUE & SUPPLY', 'NEW IMPERIAL KITCHEN', 'TECHNEMOTION DESIGN', 'DEZ',
                 'ROBERT STRONG ARCHITECT', 'HUAJI PORK CHOP', '<NAME>', 'COGEN ARCHITECTS P.C.',
                 'SO<NAME>, P.E.', 'MCCABES', 'O RED MANGO', 'T&R PIZZA', 'BY CHLOE', 'MO<NAME>',
                 'JWM GROUP LLC', 'HUNTER DELI', 'FRANK', 'NEW GOLDEN EMPIRE RESTAURANT', 'BREEZE NATIONAL INC.',
                 'GSAPC', 'BRITIAN INDIAN', 'ABC ENGINEERING PLLC', 'TRE SORELLE', 'BLOCKHEAD BURRITOS',
                 'LA PERLA MEXICANA', "MARA'S CAF\xc9 & BAKERY", 'R. WADE JOHNSON DESIGN PLLC', 'BAGEL BIN',
                 'QUICKSTOP', 'ARPAD BAKSA ARCHITECT, P.C.', 'LEGEND UPPER WEST', 'DUE',
                 'GOLDEN KRUST CARIBBEAN BAKERY & GRILL', 'LOS CHILPOTLES RESTAURANT', 'PORCHETTA',
                 'WRG ENGINEERING, P.C.', 'AKA STUDIO LLC', "HENRY'S", 'LIQUITERIA', 'SPRING STREET NATURAL',
                 'ANDREW REYNIAK ARCHITECT, P.C.', "BENNIE'S THAI CAFE", 'LA HOGEURA PAISA', 'THE MILL KOREAN',
                 "ZARAGOZA'S", 'MINAR', 'TENG DRAGON', 'THAI CHAI', "KWOK'S FOOD KING", 'MA ENGINEERING, P.C.',
                 'ACADEMY RESTAURANT', 'GRAMERCY WINE', 'BEER SHOP NYC', 'SING LUCK GARDEN', 'CAFE CHAMPIGNON',
                 'SOUTHERN CONSULTING ENGINEERING PC', 'SAFFRON INDIAN CUISINE', 'BROWNSTONE BAGEL & BREAD',
                 'BACI RISTORANTE', 'CALIFORNIA PIZZA', 'THE SQUARE PIE PIZZA', 'TALAL ALOKUSH PE', "PAPI'S GRILL",
                 'KACZOR PE', 'EL MITOTE', 'APPLE JACK DINER', '86 CORNER  WINE AND LIQUORS',
                 'AK CONSULTING SERVICES, INC', 'RYAN CONSULTING ENGINEERS', 'SAKURA', 'BLEEKER STREET PIZZA',
                 'DATTNER ARCHITECTS', 'BELLE REVE', 'BRIK LOUNGE AND KITCHEN', 'ASKON ARCHITECTS, P.C.',
                 'BAKER STREET', 'JO<NAME>. CHEN ARCHITECT PLLC.', 'AECOM', '<NAME>', 'ASSET', 'GOOD GOOD TASTE',
                 'THE PATH CAFE', 'BLUELINE DESIGN', 'CSANAD BODNAR ARCHITECT', 'G. BLINN CONSULTING, LLC', 'ANOPOLI',
                 'ANGELICA PIZZERIA', 'DMYTRO CHORNOBRYVETS ARCHITECT,PLLC', 'WOK CITY', 'AVID DESIGNS, INC.',
                 'LEMON GRASS', 'HOMEMADE FALAFEL', 'PAPA KEBAB', 'OFFICE OF JOSEPH PELL LOMBARDI, ARC',
                 'A-FORM ARCHITECTURE, PC', 'STEVEN KRATCHMAN ARCHITECT, P.C.', "BENNY'S BURRITOS", '<NAME>',
                 'CLAUDETTE', '88 CHINESE RESTAURANT', "MEZCAL'S RESTAURANT", 'FAROS RESTAURANT', 'PURITY DINER',
                 'JALAPENO KING', 'LOS ARRIEROS', 'ANEJO TEQUILERIA', 'EMPIRE EXPRESS', 'TRAVIATTA PIZZA', 'BATHHOUSE',
                 'BOCCA BACCO', 'EAST PALACE', 'THE GEM SALOON', 'PINTO', 'REAL THAI', 'EL ANZUELO FINO',
                 'THE HALF PINT', 'IL BARETTO', "JUNIOR'S SEAFOOD", 'THE BAGEL HOUSE', "SAM'S BAGELS", 'GEE WHIZ',
                 'LAM ENGINEER, P.C.', 'MINGS DELIGHT', 'BROTHERS BAGELS', 'GENESIS BAR & RESTAURANT', "ABIGAEL'S",
                 'SMITH FOOD EXPRESS', 'LING GOURMET', "TRIBECA'S CORNERSTORE", 'WING HUA', 'I.M.VOYTEK',
                 'HOUSE OF HEALTH', 'ODC DESIGN', 'CAVATAPPO GRILL', 'TOKUBEL 86', 'M & J ASIAN CUISINE SUSHI BAR',
                 'THE HUDSON GROUP', "CLAUDIO'S PIZZA", 'SPRING NATURAL KITCHEN', 'ORIENTAL', 'DIVE BAR',
                 'LA OAXAQUENA RESTAURANT', 'ASOSAN SUSHI', 'SOUTHPORT ENGINEERING ASSOCIATES', 'CELESTE',
                 'STATE GOURMET DELI', 'DELICATESSEN', "DOMINO'S PIZZA", 'VCAF\xc9', 'PEPE ROSSO TO GO', 'STARGATE',
                 'PARISIAN DELI', 'KOONG WING RESTAURANT', 'CHEF GLATT KOSHER', 'JOHNNY ROCKETS', 'REME', 'AN CHOI',
                 "J'S WONG", 'MAXFIELD BLAUFEUX & HEYWOOD BLAUFEU', "MURRAY'S FALAFEL & GRILL", 'BUDDHA TACO BAR',
                 'PIZZA ITALIA', 'CHINATOWN RESTAURANT', 'BALA CONSULTING ENGINEERS', 'H ARCHITECTURE', 'FRONT STREET',
                 "VINNIE'S PIZZERIA", 'PEKING GARDEN', 'NEW SHUN WEI', 'FIAT CAFE', 'C3D ARCHITECTURE PLLC',
                 'FOOD WORLD', 'SOLO PIZZERIA', 'QUEEN OF SHEBA', 'BXL E.', 'NY BUILDING ASSOCIATES INC', 'BOND NO 9',
                 'LA NUEVA VICTORIA', 'JOLIE CANTINA', 'AMERICAS BURGERS & WRAPS', 'BUKHARA GRILL',
                 'FLOR DE MAYO RESTAURANT', 'NEW KIM TONG', 'STE', 'CURRY EXPRESS', 'YUNG SUN', 'CHEFS SECRET',
                 'TURKISH GRILL', 'NEW HAPPY JOY', 'BOGOTA', 'WICH CRAFT', 'BEAM ARCHITECTS D.P.C.',
                 'EL RANCHO BURRITOS', 'SOUTH W. NY', '1 HOTEL CENTRAL PARK', "WALDY'S PIZZA & PENNE", 'LIBERTY PIZZA',
                 'ASH<NAME>', 'LENG', 'HANAMI JAPANESE CUISINE', 'GOLDEN KRUST', 'MAMA JUANA CAFE',
                 'NATIONS CAF\xc9', "<NAME>'S", 'COCINA CHENTE MEXICAN CUISINE', 'EDEN WOK', 'ACQUA',
                 'GLATT KOSHER MEAT & POULTRY', 'NEW APOLLO DINER', "DANNY'S ATHENS RESTAURANT", "DEAN'S", 'MAC SHACK',
                 'CANDLE CAFE W.', 'PENELOPE', 'FORTUNE PLACE CHINESE RESTAURANT', 'MAGGIE BROWN',
                 'ANTHONY BONSIGNORE, RA', '<NAME>', "EVA'S SUPPLEMENTS", 'CACHANILLA', 'CHE BELLA PIZZA',
                 'WINE AT 79', 'PEACHY CONSTRUCTION', 'BAGEL FACTORY', 'BURGOS RESTAURANT',
                 'PARA TI COLOMBIA CON SABOR', 'BUTTERMILK CHANNEL', 'NEW TUNG HING', 'AZUL TEQUILA',
                 'CAPLES JEFFERSON ARCHITECTS, PC', 'MICHAEL DERUVO & ASSOCIATES ARCHITE', 'COFFE SHOP',
                 'PATTY PLUS BAKERY & RESTAURANT', 'SAKURA JAPANESE RESTAURANT', 'KEFI', 'TASTEE CORNER',
                 'OLLIES NOODLE SHOP & GRILLE', 'BERIMBAU', "UNCLE NICE'S RESTAURANT",
                 'BURTNER ENGINEERING SERVICES, LLC', 'WOK 88', 'ELENAS RESTAURANT', 'KINGSBRIDGE COFFEE SHOP & DELI',
                 'SUBWAY', 'KOHLER RONAN, LLC', '<NAME>', 'EVAN CHAN ARCHITECT, PC',
                 'DON PENN CONSULTING ENGINEER', 'LA PENTOLA', 'CES ENGINEERING LLC', 'BARE BURGER ORGANIC',
                 'BERGEN PIZZA', 'LUNA PIZZA CAFE', 'ENTHAICE', 'HANSON RESTAURANT AND PIZZERIA', '<NAME>',
                 'MY THAI CAFE', 'KILIMANJARO KEUR COUMBA RESTAURANT', 'LASSON & HENNIGS', 'ME ENGINEERS', 'REPULIC',
                 'LOMA RESTAURANT', "MITCHELL'S WINES & LIQUORS", 'KINGS PIZZA', 'SPECTOR DESIGN COMPANY',
                 '<NAME>CAGNILE ARCHITECT', '<NAME>', '<NAME>', 'BIN 71', '<NAME>',
                 'FABIAN CRUZ, PROFESSIONAL ENGINEER,', 'LITTLE BASIL', "SHAYA'S", 'AGAVE', 'WILD',
                 'BROTHER FISH MARKET', 'BEST ENGINEERING, INC', 'CAFE REGGIO', '<NAME>', "JIMBO'S HAMBURGER",
                 'DHABA', 'LEONARDS', 'CARAVAN OF DREAMS', 'KINARAS INDIAN FOOD', 'CLARKS RESTAURANT', 'FLRU JUICY',
                 'BENVENUTI', 'WB ENGINEERING & CONSULTING, PLLC', "OLGA'S PIZZA", 'LUPITA', 'BAHIA RESTAURANT & CAFE',
                 'ARTE CAFE', 'GUACAMOLE', 'LA PRECIOSA CINA', 'PIZZA PALACE', 'CHINA GOURMET',
                 'BRICK LANE CURRY HOUSE', "CHAVELA'S", 'ZHONG HUA CHINESE RESTAURANT', '<NAME>', '<NAME>',
                 'ROC', '<NAME>', 'NATIVES', 'BAGEL WORK', '<NAME>', 'CELTIC SERVICES NYC INC',
                 'ALL CITY ENGINEERING, P.C.', 'PLANET WINGS', 'VIAND CAFE', "ARCHITECTS' RULE, PC", 'EMPIRE CORNER II',
                 "DANNY'S PIZZERIA & CAFE", 'IP GROUP', "GRANDMA ROSE'S", 'LEE CHUNG', "LUKE'S", 'KANG SPA',
                 'MICHAEL SCADUTO ARCHITECT', "LUPE'S", 'DITCH PLAINS', 'SAKURA TOKYO II', 'ALMAS CONSTRUCTION LLC',
                 'COURT DELI', '7TH AVENUE. DONUTS & DINER RESTAURANT', 'L & M', 'QUIS QUEY', 'NATURAL BLEND',
                 'MISTURA PERUANA', 'PANINI TOZT CAFE', 'BRENT BUCK ARCHITECTS PLLC', 'CHINA KITCHEN',
                 'TMALIHAN ARCHITECT NYC, LLC.', 'METRO KITCHEN', 'ANCHOR WINEBAR', 'CANAAN', 'THE BURGER GURU',
                 'FIVE SPOT', 'BEIJING WOK', 'HAE WOONDAE KOREAN', 'KING KABAB', 'LAWP ARCHITECTURE',
                 'MATTHEW L. ROSSETTI ARCHITECT PC', 'GREEN BEAN CAFT', 'COLINA BAY INC', 'DIPROPERZIO & MALLIA, LLP',
                 "TACO'S AL", 'NY ENGINEERS', 'SHANGHAI GOURMET', 'JING WOK KITCHEN INC', 'GIBBONS ENGINEERING, P.C.',
                 'FORMACTIV', 'SEAFLOWER FISH MARKET INC.', 'APPLEBEES', '922 DELI GRILL', 'NO. 8 CHINESE',
                 "KINARA'S II", 'WILLIAM LENART, ARCHITECT, PLLC', 'INDIAN TANPURA', 'LILI AND  LOO',
                 'SIS DESIGN STUDIO', 'SALEH & ASSOCIATES', 'CROWN ARCHITECTURE AND CONSULTING',
                 'THE SUSTAINABLE SPACE', 'LUCKY STAR CHINESE', 'MEXICOCINA', 'DOLCINO', 'CHINA HOUSE RESTAURANT',
                 'STUDIO GALLOS', 'CHEZ OSKAR', 'SUSHI SAMBAS', 'A SPICE LANE INDIAN CUISINE',
                 'CHINELOS II DELI GROCERY', 'PANDA KING', 'ATELIER NY ARCHITECTURE', 'MH GROCERY', 'TAPPO', '<NAME>',
                 'KUM SUSHI', 'POPULOUS', 'ORGANIQUE', 'YAN GAO', 'SUNLIGHT', 'DON ANGIE', 'PENNA ARCHITECT,P.C.',
                 'GRAN VARIEDAD DE ALMUERZOS', 'MEE NOODLE SHOP & GRILL', 'HY PE STRUCTURAL ENGINEERING',
                 'ADRIAN TOLBARU ARCHITECT', 'NDNY ARCHITECTURE + DESIGN PLLC', 'CAFE BOULUD',
                 'BOAZ M. GOLANI ARCHITECT', 'MESZAROS ENGINEERING PLLC', 'LL ENGINEERING PC',
                 'WINTON GROUP ARCHITECTURE', "FABIANE'S CAFE & PASTRY", 'TA<NAME>AI', 'ESPRESSO PIZZERIA',
                 '10TH AVENUE COOKSHOP', 'A. CAPRIO DESIGN, INC.', 'HABANA TO GO',
                 'T.F. CUSANELLI & FILLETTI ARCHITECT', 'SELLDORF', 'GPD ENGINEERING AND ARCHITECTURE PR',
                 'TRUFA RESTAURANT', 'ARBOR BISTRO', 'BAUER DERMEL ARCHITECT', 'CENTURY TESTING & CONSULTING',
                 'BONO TRATTORIO', 'DAVID SMOTRICH & PARTNERS LLP', 'CAFETAL', "HELL'S CHICKEN",
                 '138TH STREET DELI GROCERY', 'CRAFT RESTAURANT', 'QI THAI GRILL',
                 'STREET CONSULTING ENGINEERING, P.C.', 'SHANGHAI PAVILLION', '<NAME>, P.E.', "SAL'S PIZZERIA",
                 'EL PASO TAQUERIA TO GO', 'DELECTICA', 'CURRY -YA', 'TOP 1 SUSHI WANG', 'AL FORNO',
                 'MURAT MUTLU ARCHITECT', "CAPTAIN DAN'S GOOD TIME TAVERN", 'SYLVESTER R. YAVANA, ARCHITECT',
                 'DEWBERRY ENGINEERS INC.', 'AGNANTI', 'CURRY HEIGHTS', 'RED BOWL', 'CIAO', 'MORANDI',
                 'CS ENGINEERING, PC', 'SUNSTONE TORTILLAS EXPRESS', "GINO'S RESTAURANT", 'MASSAND GROUP',
                 'GRAND SICHUAN 74', 'CERVER DESIGN STUDIO', 'CHARLIE MOM', 'CHINA RED', 'THAI CAF\xc9', "FRANCO'S",
                 "CHERYL'S GLOBAL SOUL", 'ROHM THAI', 'AE DESIGN SOLUTION INC', '2 AVENUE DELI', 'RHONG TIAM',
                 'DER SCHWARZE KOELNER', 'RAKSHAN MALEK ASSOCIATES', 'SHANGHAI MONG', 'A & A MARKET & DELI',
                 'DEROSIER ENGINEERING, LLC', 'GRAND SICHUAN HOUSE', 'JOHNNY PIZZA', 'ALIADA', 'PRINCESS PIZZERIA',
                 'MYRTLE BAGEL', 'CHRISTOPHER V. PAPA ARCHITECT, PC', 'CAFE MOFONGO', 'CHINA THAI CHINESE RESTAURANT',
                 'OPA GREEK', 'LA VELA CUCINA ITALIANA', 'RIKE TECH ASSOCIATES LLC', 'GOTHAM CAFE', 'NO 1 FAMILY DRUM',
                 'DISANO CONSTRUCTION CO., INC.', '<NAME>', '<NAME>', 'CAFE RUSTICO II',
                 'POLASH', 'JACOBS CIVIL CONSULTANTS', 'KIT MIDDLETON ARCHITECT PC', 'NEW MING GARDEN', 'MOJAVENUE',
                 'BOB WHITE', 'MINI DELI', 'BODRUM MEDITERANEAN RESTAURANT', 'TALLGRASS BURGER',
                 "BUDDY'S BURRITO & TACO BAR", "JIMMY'S PALACE", 'BRICKLANE CURRY HOUSE',
                 "JOHN & JOE'S PIZZERIA AND RESTAURANT", 'MAIDEN LANE WINE & LIQUOR', 'WILD EDIBLES',
                 'SEARS TAMBASCO ARCHITECTURE', 'CATAPANO ENGINEERING PC', 'TANGS GARDEN', "DANIEL O'CONNOR ARCHITECTS",
                 'COPPOLAS', 'SUNNY & ANNIE DELI', 'HI NOODLE', 'PERLARS ROAST DUCK', 'EP ENGINEERING', 'BETTOLA',
                 'AJ ISAL JAPANESE FUSION', 'HUA LONG RESTAURANT', '<NAME>', '<NAME>',
                 'GOLOSI PIZZA', 'LUTHERAN HALAL', 'L&M', '<NAME>', 'DEWBERRY ENGINEERS INC', 'BHATTI',
                 'LUV-N-OVEN PIZZA', 'GARRETT SINGER ARCHITECTS', 'CURRY & TANDOOR', 'AJI SAI', 'CAFE CLEMENTINE',
                 'IRON CHEF HOUSE', 'EUGENE KHANANOV AIA', '624 KAM HAI CHINESE FOOD', 'GRACIES CAFE',
                 'JWC ARCHITECT ENGINEER, DPC', 'DANIEL ODIGIE', 'ZANTE DELI', '<NAME> RA', 'TIMMYS', 'OSHA',
                 'LA FIESTA', 'SING WOK KITCHEN', 'STONEHILL & TAYLOR ARCHITECT PC',
                 'AUFGANG + SUBOTOVSKY ARCHITECTURE &', 'PITA PRESS', 'AJI JAPANESE CUISINE', 'GO GREEN',
                 'JACOBSEN & HORAN ENGINEERING, P.C.', 'TURKUAZ RESTAURANT', 'RESTAURANT TEPANGO', 'ZOOB ZIB',
                 'FRIEDMAN, PE', 'JAHMAL SABAHA CONSULTING ENGINEER', 'USKUDAR', 'PIZZA PARADISE RESTAURANT',
                 'SHAWARMA', 'DOS TOROS', 'CORRADO', 'HAPPY GARDEN PALACE', 'PINNER ARCHITECTURE PLLC',
                 'LITTLE ITALY PIZZERIA', 'WONG ARCHITECT', 'P&M CLASSIC PIZZA', 'VIVE LA CREPE',
                 'AR CONSULTING ENGINEER', 'HUNAN DELIGHT', 'LAUFS ENGINEERING DESIGN', 'NEW CITY', 'NEW HONG KONG',
                 'SUMO', 'PLATONIC SOLIDS ARCHITECTURE PC', 'FIRE HOUSE', 'A.M.A HOLDINGS INC', 'INDIAN TAJ',
                 'LA MORA DA MEXICAN RESTAURANT', 'HAMANN ENGINEERING, PLLC', '88 ORCHARD', 'BENITO ONE',
                 'JOON SEAFOOD', 'PROGRESS', 'JO<NAME>, A.I.A., ARCHITECT', 'EVERGREEN ASIAN',
                 'S&S WHOLESOME FOODS', 'PIZZA PRINCE', "PETER'S SINCE 1969", 'GABY TCHILINGUIRIAN R.A.', 'TACO TODAY',
                 'ARCHITECTURA', 'POSTO', 'OZU RESTAURANT', 'GRAMERCY BAGELS', 'TAQUERIA EL FOGON', 'COCU', 'OAXACO',
                 'HEITLER HOUSTOUN ARCHITECTS', "D'ALEO'S PIZZERIA", 'HAI-HACHI', 'NATURE WORKS', 'WING HING',
                 'ANTHONY CUCICH  ARCHITECT', 'XING XING', 'BLACK BURGER', 'ABEJA ENGINEERING PLLC',
                 'CHARLES SCHMITT ARCHITECTS', 'TASTY DELI', 'TROPICAL SENSATION', 'EL LOCO BURRITO', 'ANTIKA PIZZERIA',
                 'NS ENGINEERS, P.C.', 'BAR PRIMI', 'GRAMERCY CAF\xc9', 'MI ESTRELLA', 'SWEET YUMMY HOUSE', 'BITE',
                 'CYCLE ARCHITECTURE PLLC', 'TOPOS DESIGNS, INC.', 'DANDANA CAFE', 'NEW HARDEE CHINESE RESTAURANT',
                 'PBDW ARCHITECTS', 'CHELSEA WINE CELLAR', 'AJ PIZZA', 'WINE HEAVENUEN', 'PANDA DELIGHT',
                 'GOURMET PIZZA', 'LENWICH', 'LOS PRIMOS RESTAURANT', "E'S BAR", 'ADVANCED ENGINEERING & INSPECTION,',
                 'PCS ENGINEERING', 'GETTING HUNGRY', 'THE DESIGN ALLIANCE', 'RONG HUA', 'BISTRO NOMAD',
                 'M.S. SAVANI ARCHITECT, PC', 'EMPHASIS RESTAURANT CAFE', 'SULLIVAN CLEANERS',
                 'KING WOK CHINESE & MEXICAN CUISINE', 'PEPE GIALLO', 'IGLOO CAFE', 'LANDMARK PANCAKE HOUSE',
                 'ASHOKA GRILL', 'ADANA GRILL', 'NUBI SUSHI', 'PAPAYA KING', 'PATUXENT ENGINEERING, LLC',
                 'VIV RESTAURANT', 'SAI THAI KITCHEN', 'RICE-N-BEANS', 'EL PORTON', 'BECO', 'HAI SUN RESTAURANT',
                 'CROWN GRILL & SALAD', 'POLONCIA', 'THE GRILL', 'CHRIS PONISI, ARCHITECT', '<NAME>',
                 '<NAME>', 'WESTGATE CLEANERS', 'RED STAR SANDWICH SHOP', 'CASA BELLA RESTAURANT', 'BEIJING',
                 'GRK FRESH GREEK', "<NAME>", '<NAME> & ASSOC.', 'CAFE 82', 'HAMPTON MARKET',
                 'LIQUITERIA CHELSEA', 'MOON HOUSE', 'HOO MOOS ASLI', '<NAME>',
                 'KRYPTON ENGINEERING, PLLC', '<NAME>', '94 CORNER CAFE', '44&X-HELLS KITCHEN', 'BELLINI',
                 'OCV ARCHITECHTS', 'BARFLY', 'MADANGSOL', 'HUANG JIA', "CALIXTO'S COFFEE SHOP", 'TACO CHOLO',
                 '<NAME>', 'OLD SICHUAN CUISINE', 'JUICE PRESS', 'COURT ORDER',
                 "GINA'S PIZZERIA & DELI RESTAURANT", 'THE H ARCHITECTS LLC', 'TAMBA', '<NAME>',
                 'BEST BUY', 'DTLS.ARCHITECTURE', 'PIZZA BOSS', 'NEW SING SHENG', 'SUSHI OF GARI', 'NEW AROMA',
                 'FMC ENGINEERING', 'BEYOGLU', 'LA PIZZA & CONVENIENCE', 'COGGAN + CRAWFORD ARCHITECTURE + DE',
                 'GENET PLUMBING AND HEATING CORP.', 'LU NING ARCHITECTURE, PLLC', 'LEGOURMET',
                 'MEDITERRANEAN TURKISH GRILL', 'CALIENTE CAB CO', 'L. SIMCHICK & CO PRIME MEATS',
                 'HOWARD I. SHAPIRO & ASSOCIATES, PC', "AM ARCHITECT'S STUDIO", 'CORRADO BAKERY', 'HONG KONG KITCHEN',
                 '1967', '<NAME> & ASSOCIATES CONS', 'PEGUSUS COFFEE SHOP',
                 'SEC CONSULTING & EXPEDITING SERVICE', 'BOMBAY MASALA', "JOHN'<NAME>", 'SQUIRES', 'HOT SICHUAN',
                 'CAFE CITANE', 'SAM MATHER ARCHITECT', 'ASELLINA', "PANCHO'S", '<NAME>', 'GRADISCA',
                 'PROFIT CHINESE', "ARTICHOKE BASILLE'S PIZZA", 'BERTS RESTAURANT & CATERING SERVICES', 'ZEST',
                 'FRESC TORTILLAS', 'NEW KAM LAS', 'MARILU PIZZA', 'MID CHINA', 'KIKO', 'DARLINGS', 'GREAT WALL',
                 'BAGEL BASKET', 'NORTH STAR CAF\xc9', 'CTA ARCHITECTS P.C.', 'BONSIGNORE ARCHITECTS, PC', 'LA STRADA',
                 'BASIC GROUPS CORP', 'BAGELS & CAFE', 'PARK LUNCHEONETTE, INC.', "ST. ANN'S CAFE", "POP'S",
                 'BROOKLYN CONSTRUCTION MANAGEMENT LL', 'DAO PALATE', 'EL REY DE LA CARIDAD', 'H2H GROUP', 'FRESH TACO',
                 'LA PECORA BIANCA', 'PARIS', 'NEW BOE SUN', 'NEW SPRING GARDEN', 'ARRIBA ARRIBA', 'CANTEEN',
                 'RANCH MARKET', '<NAME>', 'NEWMAN DESIGN ARCHITECTS PLLC', 'CHIMICHURRI GRILL',
                 'FAMILY CORNER', 'LEX GOURMET', 'AGUITEKTURA LLC', 'GYRO CAFE', 'PAKASTAN TEA HOUSE', "HECTOR'S CAFE",
                 'CHANG WONG', 'CONDE STEAK HOUSE', 'TERRA PRETA ARCHITECTS', 'SZECHUAN GOURMET',
                 'JUNG H. CHOI ARCHITECT, P.C.', "LUCKY'S", '<NAME>', 'AT THE WALLACE', "BROTHER'S PIZZA",
                 'HOLLAND COURT MEAT MARKET', 'HILL COUNTRY', 'LA SAVANE', 'NUEVO TACOS ALSUADERO',
                 'BEN HERZOG ARCHITECT, PC', 'CORPORATE DESIGN OF AMERICA, P.C.', 'NEW ASIA RESTAURANT', 'DYNASTY',
                 'BZ GRILL', 'KENNETH THOMAS, P.E.', 'SANDWICH HOUSE', 'COSMIC DINER', 'BLUARCH LLC', 'CHARLESTON',
                 'GEORGE SIGALOS, P.E.', 'FRESH WOK', 'DA NICO RESTAURANT', 'FU XING CHINESE RESTAURANT',
                 "AMIR'S GRILL", 'AGED', 'BREAD BROTHERS III', 'SEDUTTO', 'KINGS PHARMARCY', '5 STAR',
                 'HANCI TURKISH CUISINE', 'NAZZARENO CALLIPO P.E.', 'SHAKA', "AMELIA'S RESTAURANT", 'AR ARCHITECT PC',
                 'PETER PIZZIMENTI ARCHITECT', 'DANKANN ARCHITECTURE INC.', 'GALICIA RESTAURANT',
                 'LOMBARDO PROFESSIONAL ENGINEERING', 'BLUE SKY DESIGN, INC.', '<NAME>',
                 'IJKIM ARCHITECT PLLC', '<NAME>', 'EL KUCHO MEXICAN RESTAURANT LLC', 'CHAR<NAME>',
                 'ADNAN ENGINEERING, PC', "JACK'S SLIDER AND SUSHI", 'SLICE & CO', 'KING PALACE',
                 'FIRST & FIRST FINEST DELI', 'MEXICAN CUISINE', 'HESHAM ELSHAMY', 'PALERMO PIZZA',
                 'NYC DEPT. OF PARKS & RECREATION', 'CASABEL TAQUERIA', 'ROYAL PIZZA NEW YORK', 'THE COPPER STILL',
                 'UNIVERSAL BUILDERS SUPPLY, INC.', '<NAME>.', '<NAME>', 'WW ENGINEERING PLLC', 'GREENBERGFARROW',
                 'NEW 211 TACO GRILL', "DOMINO'S", 'A+THAI PLACE', 'WONDEE SLAM', 'BROOKLYN CAFE', 'INOV ENGINEERS LLC',
                 'A LA TURKA', 'LANGAN ENGINEERING, ENVIRONMENTAL,', 'ANGELO', 'CITY CONSULTANT ENGINEERING, PLLC',
                 'PIZZA PETES', 'THOMAS PIZZA', 'TAJIN MEXICAN RESTAURANT', 'SUNRISE', 'LIBERTY DINER', 'PURBIRD',
                 'SULLIVAN GROUP DESIGN LLC', 'BO<NAME>', '<NAME>', 'EDIBLE ARRANGMENTS', 'PEPPINO PIZZA',
                 'MICHAEL DEPASQUALE, ARCHITECT', 'JOHN SCHIMENTI, P.C. ARCHITECT', 'LOCI ARCHITECTURE PC',
                 '88ST DINER', '<NAME>', '<NAME>', '<NAME> 8', 'DULCE VIDA CAF\xc9', 'NORTHERN SPY',
                 'NEW CHINATOWN', 'GOLDEN WOKS', 'K & H DELI', 'DESIGN GROUP IN H&K LLC', 'BISTRO CASSIS', 'DA ANDREA',
                 "AI'S SUSHI", 'MIXXED GRILL AND JUICE BAR', 'TUCK SHOP', 'KELLEY & PING', 'ROBERT SIQECA PE',
                 'TOTO + VUJINOVIC ARCHITECTS', 'MIZU', 'GEORGE ARGIRIS ARCHITECT', 'SOFIA MEXICAN RESTAURANT',
                 '1+1 DESIGN STUDIO LLC', 'MARRAKECH DOOR', 'AYURVEDA CAFE', 'ISLAND SALAD',
                 'MEXICAN RESTAURANT DIAMANTE POBLANO', 'GREEN LAKE', 'MANHATTAN 3 DECKER', '11 AVENUE FOOD CORP',
                 'TULCINGO DEL VALLE MEXICAN CUISINE', "AMELIA'S  RESTAURANT COFFEE SHOP", 'NEW FOOD KING',
                 '<NAME>', 'JCT DEVELOPMENT NY, INC.', '<NAME>', 'BALZEM', 'BEDOUIN TENT', 'PITA EXPRESS',
                 'SLICE & CO PIZZA BRICK-OVEN PIZZA, INC', 'JIN', 'INDIA PALACE', 'GRACE II CHINESE RESTAURANT',
                 'PICNIC FOOD', 'CLEOPATRAS NEEDLE', '2LS CONSULTING ENGINEERING, PC', "GEORGE'S RESTAURANT",
                 'JOHANA RESTAURANT', 'BARE BURGER', 'BENVENTURO CAFE', 'DRAGON TOWN', 'THE CUSTOM HOUSE', 'BRINDLE',
                 'PAPA JOHNS', 'SANDI LIPSHITZ HACOHEN ARCHITECT', 'PEAK', 'A & C KITCHEN', "BIRDY'S", 'AGORA',
                 "<NAME>", 'BAREBURGER', 'NAPACH DESIGN GROUP', 'CE ARCHITECT, PLLC', 'PRUDIGM ENGINEERING LLC',
                 '<NAME>.', 'VYNL', 'BANZO BAR', 'ENOTECA ON COURT', 'ASIAN & HAMACHI', 'CT WINE BAR',
                 'I LOVE NY PIZZA', 'TABLE 87', 'AG KITCHEN', 'EMPORIUM BRASIL', 'CHICKEN DELI',
                 'THE NEW BLACK ARCHITECTURE AND DESI', 'HNY CONSULTING ENGINEERS LLC', 'JING FU HOUSE',
                 '<NAME>, P.E.', 'MOZZARELIS', 'ABECA SUSHI', 'CAFE NUNEZ', 'HAPPY FEET PET SHOP',
                 'AMSTERDAM BURGER CO.', 'DYCKMAN EXPRESS RESTAURANT', 'CUCINA VIVOLO', 'PACE ENGINEERING P.C.',
                 'AFM INSPECTIONS & ENGINEERING, PLLC', '<NAME>', 'THE CAFE GRIND', 'LOBELS',
                 "LOS POLLITO'S", 'A-WAH', 'ADORO LEI', 'SCAGLIONE ARCHITECTS', 'PHILIP HABIB & ASSOCIATES',
                 'QQ STAR CHINESE FOOD', 'RED APPLE FAST FOOD', 'BRICKHOUSE PIZZERIA', 'FU SING', 'LARB UBOL',
                 'JOSELOW & ASSOCIATES', 'HAN BAT', 'ISSA KHORASANCHI P.E.', 'SING FEI',
                 'SOUTHPORT ENGINEERING ASSOCIATES, P', '<NAME>', '<NAME>',
                 'BREEZE THAI FRENCH KITCHEN', 'ANTONUCCI', "GINO'S PIZZERIA & RESTAURANT", 'PLENTY',
                 "D'ANTONIO CONSULTING ENGINEERS", 'BOMBAY GRILL HOUSE', 'NEW MING LIANG', 'BARKING DOG NYC',
                 'LE FRENCH DINER', 'CHARLEY ST.', 'ARIYOSHI', 'POP PUB', 'DINOSAUR BAR-B-QUE', 'MILANOS PIZZA',
                 "LIN'S GARDEN", '<NAME>', 'ALI HAMOUDEH', 'FINE EX SCHAPIRO', 'HALSEY MCCORMACK & HELMER',
                 'SUNNYSIDE TACO', "AMY'S BREAD", 'PICK/EAT', "IVY'S BISTRO", "LIBERATO'S PIZZA", 'FORTUNE KITCHEN',
                 'NYCSCA', 'NONNO GOURMET', 'MQ CONSULTING, LLC', 'GO-GO-GI', 'INFOCUS DESIGN AND PLANNING PC',
                 'VENTROP ENGINEERING CONSULTING GROU', 'GOODFELLAS', 'DIEGO AGUILERA ARCHITECTS P.C.', 'SOOK',
                 'JUNIPER', 'LA LOCANDA RESTAURANT', 'MITOUSHI SUSHI', 'TEPEYAC', '<NAME>', '<NAME>',
                 '<NAME>', '<NAME> & ASSOCIATES', 'JUST CONSULTING ENGINEERING PLLC',
                 'LIBERATO', 'HBC ARCHITECTS', 'BENELUX', 'NO 1 WOK', 'ROCCANOVA ENGINEERING', 'ONION',
                 'ARC-HI-TECT ASSOCIATE INC', '<NAME>', 'SZECHUAN KITCHEN', 'YUMMY CHINESE RESTAURANT',
                 'CA<NAME>', "LILI'S ASIAN CUISINE", 'FRENCH & PARRELLO ASSOCIATES', '5 STAR RESTAURANT',
                 'BAR COASTAL', 'GOLDEN FLOWER', "JEROME'S PIZZA & RESTAURANT", 'ICOR ASSOCIATES', 'ITALIAN PIZZA',
                 'G. PEROTTO ASSOCIATES', '<NAME>', 'SUNSET PARK DINER & DONUTS', "JACK'S WIFE FREDA",
                 'KING ARCHITECT, PLLC', "ADRIENNE'S", 'NIZA WORKS OF ARCHITECTURE PLLC', 'DELTA GRILL',
                 'JARMEL KIZEL ARCHITECTS AND ENGINEE', 'MATAMOROS', '<NAME>', 'ARCHITECTURE DESIGN, PLLC',
                 'THE CEDARS GROUP, INCORPORATED- CON', 'KINGS PHARMACY', 'BAM ARCHITECTURE STUDIO, DPC',
                 'PEARL OF CHINA', 'M<NAME>', 'DAVENUES GOURMET', 'SING HING RESTAURANT', 'STATION DESIGN INC.',
                 'CO4ARCHITECTURE.PC', "<NAME>,R.A.", 'CMC DESIGN ARCHITECT, P.C.', "LITTLE LUZZO'S",
                 'CHEF ANDREA', "MILLY'S PIZZERIA", 'LINKS', 'SAFWAY ATLANTIC LLC', 'M. JUST ARCHITECTURE PC',
                 'ROHAN ENGINEERING, PC', 'BAR<NAME>', 'J & J HOT FOOD AND SALAD', 'UNIVERSAL ENGINEERING SERVICES, P.C',
                 'BEYER BLINDER BELLE ARCHITECTS & PL', 'GRAND STREET DELI', 'JEFFREY COLE ARCHITECTS',
                 "CHEECH & PEPPE'S", 'GOURMET UNLIMITED', 'THE FAMOUS CHICKEN PLACE', "GIACOMO'S", 'BEANOCCHIOS CAFE',
                 'KARAM', '<NAME>', '<NAME>', 'KON HO LEE CONSULTING ENGINEER PLLC',
                 'ECUATORIANA RESTAURANT', 'E/S/C #255', 'SPICE', 'CHELSEA SQUARE', 'DON PEPE',
                 'ALL IN PERMIT CONSULTANTS, INC.', 'MENACHEM MOSTER', "MAWGANARO'S HEROBOY", 'DKALABASH', 'PEACOCK',
                 'NUEVO PALACIO CHINO', 'ANCHOI', 'DUTCH KILLS CENTRAAL', 'NORTHEAST TOWER SURVEYING, INC.', 'TANAKA',
                 'JAMES HARB ARCHITECTS', 'CHANGE HWA TAN', 'ROMAS PIZZA', "GANNI'S PIZZA", 'LOS AMIGOS',
                 'STUDIO C ARCHITECTS, PLLC.', 'BELLA GRAIDINA', 'CEVICHERIA EL REY RESTAURANT',
                 'DHD ARCHITECTURE DESIGN PLLC', 'VOLLMUTH & BRUSH', 'BAR BRUNO', 'DESIGN42 ARCHITECTURE, LLC',
                 'N.Y. JUMBO BAGELS & BIALYS INC', 'LIME JUNGLE', 'CEASARS PALACE PIZZA', 'MIDNIGHT EXPRESS',
                 'ENGINEER', 'LEE KANTOR, P.E.', 'LOS MOLCA', 'CHINA ONE', 'JOE JUNIOR', 'SH DUMPLING NOODLE',
                 'SUN WAH', 'CROWN DEIGN AND CONSULTING', 'ACHESON DOYLE PARTNERS ARCHITECTS', 'SYED ENGINEERING, P.C.',
                 'THAI TERMINAL', 'V+B ARCHITECTURE URBAN PLANNING LLP', 'NEW SIDE STREET DELI',
                 'STRIGA ARCHITECTURE, PLLC', 'EL PENACHO', '<NAME>', 'MOMO CAFE', '<NAME>',
                 '<NAME>', '1950', 'BAALBAKI & ASSOCIATES ENGINEERING P', 'CIVIL DESIGN WORKS LLC',
                 'ROYAL KINGS', 'EXCELLENT TASTE RESTAURANT', 'LA FIESTA RESTAURANT',
                 'LOS GIRASOLES MEXICAN RESTAURANT', 'CALVANICO ASSOCIATES A&E PC', 'LENOX HILL GRILL', "POM'S FISH",
                 'LE PAIN QUOTIDIEN', 'NEW WAH RESTAURANT', 'LEE KITCHEN', '<NAME>', 'KIRAN INDIAN', 'KOKO WINGS',
                 'GRANT ENGINEERING', 'DEFONTES', 'ROUTE 66 CAFE', 'HAPPY DAYS', 'CORNELIA STREET CAFE  S/C #480',
                 'EXCELLENT DUMPLING HOUSE', 'POPULACE CAFE', 'EL TORO TAQUERIA', '181 CABRINI', 'WHISKERS', 'ROBLES',
                 'CAFE CORTADITO', 'DELILLO PASTRY SHOP', 'NYONYA MALAYSIAN CUISINE', 'HI-LIFE RESTAURANT & LOUNGE',
                 "LAZZARA'S PIZZA", 'MCLAREN ENGINEERING GROUP', 'BURRITO BOX', 'MARABELLAS PIZZA', 'BROCCOLINO',
                 "NATURE'S GRILL", 'DAN JAPANESE RESTAURANT', '<NAME>', 'OMF ARCHITECT, P.C',
                 '<NAME> ARCHITECT PLLC', 'A-JIAO', '<NAME>', 'GIGINO', 'LA BOINA ROJA',
                 'LA CARIDAD 78 RESTAURANT', 'KOOL BLOO', 'NEW STAR COFFEE SHOP', 'ADAM AARON ARCHITECT PC',
                 '<NAME>', '<NAME>', 'CHIQUITITA <NAME>', 'CITISCAPE CONSULTING LTD', 'AMELIE',
                 'ANDREW FETHES ARCHITECT', 'VALERIO ASSOCIATES P.C.', 'PICNIC ON 57TH', 'QUANTUM LEAP', 'NUMERO 28',
                 'SALSA Y SALSA', 'LOS POLLITOD', 'NUMERO 28 PIZZA', '<NAME>', 'MAKANA', 'SANCTUARY',
                 'LUZ DE AMERICA RESTAURANT', 'MW PROFESSIONAL ENGINEERING, P.C.', 'ASADERO LA FOGATA', 'BOSTON PIZZA',
                 'CAFE EVERGREEN', 'OUI, OUI CREPES & PIZZA', '<NAME>', 'LAMAZOU', '<NAME>', '<NAME>',
                 'JOE & THE JUICE', 'BAR 43', 'SUPER 13', 'SHAHRISH CONSULTING LLC', '19 W. BRONX DELI', 'BAR 180',
                 'MUMATZ', 'MILANES', 'FORTY SEVENTY-THREE, LLC', 'MARIN ARCHITECTS, P.C.', 'USULUTECO RESTAURANT',
                 "ROSSY'S BAKERY", 'INDUS VALLEY', 'BAGELS ON THE SQUARE', 'WEST WAY DINER - RESTAURANT', 'ZABB ELEE',
                 'EL PONTOU', 'MARCO POLO RISTORANTE', 'AKRF INC.', 'CAFE ROMA', 'FAVELA CUBANA',
                 'MARIO A. CANTEROS ARCHITECT, P.C.', 'BAI LI CHINESE RESTAURANT', 'KM ENGINEERING, D.P.C.',
                 'NEW FUN SING RESTAURANT', 'POMODORO RISTORANTT', 'GARLIC', 'AJR ARCHITECTURE, PC',
                 'DESIGN CONCEPTS ARCHITECTS, AIA', '<NAME>', 'BELLA LUNA', 'KARMA RESTAURANT', "GRACIE'S",
                 'DOUGHBOYS PIZZA', "CENT'ANNI", 'RANCH', 'DANIEL HOM P.E.', 'LA DINASTIA', 'JENG ARCHITECT',
                 'RITZ DINER', '<NAME>, PE', 'BARK', 'MASAMOT', 'STUDIO CASTELLANO', 'FPM GROUP', 'LA COCINA',
                 'WID CHAPMAN ARCHITECTS', 'SOUVLAK', 'HAPPY WORLD CHINESE RESTAURANT', 'MR. BIGGS',
                 'RLM ENGINEERING PLLC', 'MARGON', 'MEGA BITES DINER', '<NAME>', 'SCHILLERS',
                 'GALLITO KITCHEN MEXICAN URBAN CUISINE', 'ASLAM', 'TRATTORIA', 'MARIACHI', 'FLATBUSH LATIN GRILL',
                 'TERRACE FISH & CHIPS', 'AMA CONSULTING ENGINEERS PC', 'SHIH LEE', 'TASTY FAST FOOD',
                 "WHO'S YOUR DADDY", 'HANABI', 'GELU DURUS MUSICA', 'FUJIYAMA', 'BUCA', 'TIEN LUNG',
                 'CRAGNOLIN ENGINEERING AND DESIGN AS', 'HEALTH SOURCE', "DOC WATSON'S", '111 HUDSON MARKET',
                 'BAKERY & DELI', 'ABUMI', 'MAMAJUANA CAFE', 'FALAFEL OFF THE KORNER', "LOLITA'S MEXICAN", 'AMURA',
                 'CARNIVAL HOUSE', "PAPA JOHN'S", 'L AND C ASSOCIATES', 'MEGA 53', 'SAN LOCO', 'ETNA CONSULTING',
                 '216 GOOD JOY CHINESE RESTAURANT', 'RAFAELLA CAFE', 'DUKES', 'JOEY PEPPERONI PIZZA', 'WGC SOLUTIONS',
                 "BONNIE'S GRILL", 'SUSHI OF GARG46', 'ROBERT SILMAN ASSOC STRUCT ENG DPC', 'ZHENG & ASSOCIATES LLC',
                 'BUILDING ENGINEERING SYSTEMS PLLC', '<NAME>', "MAMA'S FAMOUS PIZZA",
                 'MG NEW YORK ARCHITECTS,PLLC', 'PLAN B ENGINEERING', 'C.M. RABINOVITCH ARCHITECTS',
                 'CO ADAPTIVE ARCHITECTURE PLLC', 'ARTUROS PIZZA', 'BIER INTERNATIONAL HARLEM', 'IL FORNO',
                 'DYNAMIC ENGINEERING CONSULTANTS PC', '810 DELI & CAFE', 'BBSTUDIO ARCHITECTS', 'CAFFE NAPOLI',
                 'MCKAY ARCHITECTURE AND DESIGN PLLC', '<NAME>', 'NIU', 'AVISHAY I MAZOR, P.E.',
                 'AMOIA CODY ARCHITECTURE', 'NEW TING HUA CHINESE RESTAURANT', 'BAJA FRESH', 'IZUMI',
                 'HAVANA ALMA DEGUMA', 'BISTRO TEN 18', "S'MAC", '<NAME>', '<NAME>', 'CAPPUCINO CAFE',
                 'LEAN CRUST', 'HAPPY FEET PET', 'GEORGE E. BERGER & ASSOCIATES', 'STEWART ENGINEERING SERVICES, PLLC',
                 'ISLA RESTAURANT', 'BRIGITTE', 'SUNG HO SHIN ARCHITECT, PC', 'GOLDMAN COPELAND ASSOCIATES',
                 '696 GOURMET', 'FLAG-CLEAN ISLAND LTD', "PERRY'S DINER", 'TIFFIN WALLAH', 'HL SPRING GARDEN',
                 'RAFAEL VINOLY ARCHITECTS PC', '27 MORTON', 'B&A E, PC', 'MEI WEI RESTAURANT',
                 'CHOLULITA DELI & RESTAURANT', 'MAJ3STY PIZZA & DINER', 'PESCATORE', 'JI LI ASAIN FOOD INC',
                 'BLACKSTONE BAR & GRILL', 'DRAGON GARDEN INC.', 'MELS BURGER BAR', "DAVID'S BRISKET HOUSE", 'BANGKOKZ',
                 'MASAKI TERIYAKI & SUSHI', 'MERCADITO', 'EL NUEVO CARIDAD RESTAURANT', 'CORONA RESTURANT',
                 'DAVID TURNER ARCHITECT, P.C', 'HOP HAP THAI', 'TANDOOR OVEN', 'CAFE PLYMOUTH', '<NAME>',
                 'ADS & Y INC.', 'AROQA', 'DELI GRILL RESTAURANT', 'MEZZALUNA', 'MEXICOZINA', 'VEZZO',
                 "CALLIE'S TAQUERIA & TEQUILA BAR", '<NAME>', 'EVEREST', 'MIKE DUE PIZZA', 'D ZIGN STREAM INC',
                 'CONSTRUCTION MANAGEMENT & SAFETY CO', 'CHUNG HING', 'HIGHLINE PIZZERIA', 'SHARON ENGINEERING, P.C.',
                 'SEA STAR', 'MEXICAN RESTAURANT', 'CURRY IN A HURRY', 'OMAI', 'EAST HARLEM BOTTLING CO.',
                 'CHELSEA RISTORANTE', 'BUTCHER BAR SMOKEHOUSE', 'BARNYARD CHEESE SHOP', 'HOMEMADE TANGERIA',
                 'LA PEQUENA', 'PETRUS FORTUNE, PE', "JENNY'S MARKET PLACE", 'GIRASOL BAKERY',
                 'LEDER-LUIS ARCHITECTURAL DESIGN, PL', 'SAW SHACK', 'TAQUERIA GUADALUPE', 'ROSAMUNDE', 'DELI & GRILL',
                 'SALUGGI', 'EGNINEERING GROUP ASSOCIATES PC', 'CORE STATES GROUP', 'MONICA EXPEDITOR', 'CAFE MINGALA',
                 'HAPPY GARDEN RESTAURANT', 'DAMA FALAFEL', 'COLALA CHINESE & JAPANESE RESTAURANT',
                 'INGA PIRCU RESTAURANT', 'RAVAGH PERSIAN GRILL RESTAURANT', 'CAFE 86', 'REILLY TARANTINO ENGINEERING',
                 'SHE SHE PIZZERIA', 'BEIJING CHINESE RESTAURANT', 'HAPPY WOK CHINESE RESTAURANT',
                 'YONG SHENG RESTAURANT', "CHARLY'S", 'EDWARDS & ZUCK CONSULTING ENGINEERS', 'GREEBAY',
                 'SEVERUD ASSOCIATES CONSULTING ENGIN', 'PIZZA SUPREMA', 'NA', 'TASTE OF TOKYO',
                 'R.G. VANDERWEIL ENGINEERS, PC', 'DAR 525', 'AINSWORTH', 'METRO COFFEE SHOP',
                 'ARCHETYPE CONSULTANTS INC', 'TORTUGA MEXICAN FOOD', 'GOOD TASTE RESTAURANT',
                 'PLUS GROUP CONSULTING ENGINEERING,', 'LENA LATIN GRILL', 'BANGKOK GRAND PALACE', 'TARTIME', 'NIRVANA',
                 "BUBBA'S BISTRO", 'KORONET PIZZA', 'YUM YUM', 'PANCA', 'C.WALL ARCHITECTURE', 'LIBRETTOS',
                 'PIETRA SANTA', 'PATH ARCHITECTURE PC', 'LUCK THAI', 'BIG ORANGE CONSULTING INC',
                 'HO MEI CHINESE RESTAURANT', 'RAMEN THUKPA', 'KAM WAH RESTAURANT', 'MALINGO RESTAURANT & BAR',
                 'AKT ARCHITECTS', 'THREE E THAI', 'NOUVELLE', 'VESELKA', 'INSIGHT STUDIO ARCHITECTURE PC',
                 'JUDGE ARCHITECTURE, PC', 'BAY LEAF INDIAN FOOD', 'DINASTIA CHINA INC', '<NAME>, RA',
                 '<NAME>', 'KCE CONSULTING ENGINEERING PLLC', 'NU SUSHI', 'BAGATELLE',
                 'THE STEPHEN B JACOBS GROUP PC', 'FRANK COLASURDO ARCHITECTS, INC', 'RAMAKER & ASSOCIATES, INC.',
                 'ORIENTAL KITCHEN', 'ACIES ENGINEERING', 'TURKISH KITCHEN', "ANNIE'S", '<NAME>', 'AINSWORTH PARK',
                 'THAI @ LEX', 'SAKETUMI', 'OLLIES TO GO', '<NAME>', 'LOS CUENCANITOS', 'YAMASHIRO',
                 'BROTHER JIMMYS BBQ', 'MILK BURGER', 'OVELIA', 'AKO JAPANESE CUISINE', "MARIA'S BISTRO MEXICANO",
                 'NO.1 RESTAURANT', 'PUNJABI TASKA INDIAN FOOD', 'MANHATTAN DINER', '<NAME>',
                 'INFINITY DESIGN CONSULTANT INC.', 'MAOZ VEGETARIAN', 'NEW CHINA RESTAURANT', 'SULLIVAN BISTRO',
                 'WAVENUE THAI', "ELLIE'S DINER", 'THE MALT HOUSE', 'ROCKING HORSE CAF\xc9', 'CAFE GUSTO', 'PATZERIA',
                 'CIRCLE PIZZERIA', 'KI SUSHI', 'LANDMARC', 'M. ARTHUR GENSLER JR. & ASSOCIATES,', 'ETCETERA',
                 'BONCHON', 'HAAB', 'YORKSHIRE WINES', 'BOTTINO TAKE OUT', 'IN & OUT CHICKEN', 'STEP<NAME>',
                 "D'ALESSANDRO & ASSOCIATES", 'CAFFE CAFE', 'BLIND PIG', 'WALTER T. GORMAN, PE, PC',
                 'PATRON MEXICAN GRILL', 'SH ENGINEERING PLLC', 'CABRINI CAFE', 'COBA', 'TECTONIC ENGINEERING',
                 'SUN FLOWER DINER', 'STATION CAFE', 'MATCH', 'CHANG PAI', 'BAR 6', 'D<NAME>', 'GENSLER',
                 'PONGAL', "OTTO'S TACOS", 'EL RINCONCITO', 'THOMAS VELTRE. P.E., P.C.', 'CHINA ONE FRESH TACO',
                 'COTTA', '5TH FLOOR DESIGN', 'QAZ2', "HARRIET'S KITCHEN", 'MIKAKU', 'ANDREW FORMICHELLA', 'BEACH CAFE',
                 'CANTINA TAQUERIA & TEQUILA BAR', 'DIG INN SEASONAL MARKET', 'CHARLIE BIRD', "DANIELLO'S PIZZERIA",
                 'OFF SHORE RESTAURANT', 'CHINA KING RESTAURANT', 'PAUL CHRISTAKOS ARCHITECTURE',
                 'FEINGOLD AND GREGORY ARCHITECTS. PC', 'TRIMBLE ARCHITECTURE PC', 'ATAMI', 'MARKET DINER',
                 'LYCHEE HOUSE', 'ASTORIA PIZZERIA', 'ACELUCK THAI CUISINE', 'DONA BELLA PIZZA',
                 'GRAND SICHUAN EASTERN', 'JOSEPHS', 'EMPANADAS MONUMENTAL', 'PETER F. FARINELLA ARCHITECT, P.C.',
                 "BABALUCCI'S", 'BRAVO KOSHER PIZZA', 'MOTORINO PIZZERIA', 'BEERZAAR NYC', 'BRAVO PIZZA', 'LINE BAGEL',
                 'THE RAIL LINE DINER', 'GU<NAME>', 'TSS ENGINEERS', 'SANARK DESIGN & ENGINEERING D.P.C',
                 '200 FIFTH', 'FRANK R. NORA, P.E.', 'E2 PROJECT MANAGEMENT, LLC', 'UMI SUSHI',
                 'NEW YORK ENGINEERING ASSOCIATES, P.', 'LA ISLA', 'PET ARK', 'SANTA CLARITA RESTAURANT', 'BORU BORU',
                 'CHATEAU 49', 'SHUN LEE', 'CREATE & GO', 'MINGS', '<NAME>', "NEW KING'S FOOD RESTAURANT",
                 'BAGELS & MORE', 'AZOGUENITA BAKERY & RESTAURANT', 'ENGINEERING PROFESSIONAL SERVICE P.',
                 "GENA'S GRILL", 'AWASH ETHIOPIAN RESTAURANT', 'OUR EVERGREEN', 'GHANDI', 'LA DELICIA TROPICAL',
                 'BELLA VIA RESTAURANT', 'CORNER CAFE & BAKERY', 'MAR<NAME> PIZZA', 'ANZALONE ARCHITECTURE, PLLC',
                 '<NAME>', 'MEKONG', 'GRAND AVENUE PIZZA', 'SUSHI OF GARI TRIBECA', 'SANKAR K MANDAL P.E.',
                 'ARCHITECTURE PLUS INFORMATION', 'NORMAN C. LOK, MBA, P.E.', 'LCHIRO', 'KAM MAN RESTAURANT',
                 '<NAME>', 'THE MANCHESTER', 'AMITY HALL', 'ANCHOR HEIGHTS WINE BAR', "CAFE D' ALSACE",
                 'GYRO UNO PIZZA', "MANCINI'S BRICK OVEN PIZZA", 'ESCOLAS CORP', 'BETTO LEIVA', 'STAND 4',
                 'LANGAN ENGINEERING', 'PERSEPOLIS', 'GOOD BURGER', 'OI ARCHITECTURE + DESIGN PLLC',
                 'AMCOOK FUSION CUISINE', 'TABRIZ GROUP DESIGN', 'UFC CHICKEN', 'GANDHI INDIAN RESTAURANT', "CLEM'S",
                 'NEW MEXICO PLACE', 'AZ PROFESSIONAL ENGINEERING PC', 'LEGEND 72', 'PIZZA BOY', 'LA FLOR DE IZUCAR',
                 'NEW CAPITAL RESTAURANT', 'OMONIA CAFE', '3RD AVE ALE HOUSE', 'BEARDED LADY',
                 'ANDREW BERMAN ARCHITECT PLLC', 'FATTY FISH', 'ESTACIA', 'EMPIRE ASIAN', 'B<NAME>',
                 'TASTY KING', 'LEGRANNE CAFE', 'BURRITO', 'FRESCO 57', 'ANTOJITOS MEXICANOS', 'LA NOSTRA PIZZERIA',
                 'MAX RESTAURANT', '<NAME> & SOUL', 'SOHO CAFE & GRILL', "CARACA'S BROOKLYN",
                 'LOMA #1 RESTAURANT', "JANELLE'S CARIBBEAN AMERICAN CUISINE & BAR", 'KMP DESIGN & ENGINEERING PLLC',
                 '<NAME>, AIA', 'EMPIRE SZECHUAN', 'ADRIATIC PIZZA', 'BBQ DALLAS', 'MAMMA MIA',
                 'EL PUERTO MEXICANO', "ROCCO'S CALAMARI", 'BURGERFI', 'D & D COFFEE SHOP', 'KNF SERVICES CROP',
                 "FRATELLI'S", 'MAD DOG', 'EL MIO CID', 'FIFTH AVENUE', 'MR. BROADWAY KOSHER DELI',
                 'MICHAEL KANG ARCHITECT, P.C.', 'NOODLE VILLAGE', 'NEW KIM WEI', 'BEDMOUNT TENT',
                 'EXCELLENT PORK CHOP', 'P.S. BURGERS', 'PATSYE', 'GREAT WALL RESTAURANT', 'MI CASA', 'TKA STUDIO',
                 'RASA', "ELLARY'S GREENS", 'CENTEK ENGINEERING, INC.', 'CHINA MOON', 'CUCINA BENE',
                 "SAMMY'S NOODLE SHOP", 'M B KIM ARCHITECT P C', 'BLUESTONE LANE', 'BRICK OVEN PIZZA 33',
                 'SHUN LEE PALACE', 'MA-N-POP SOUL FOOD', 'HOP WON', 'SEO ARCHITECT PLLC', 'VERMICELLI',
                 'TAMAYO ARCHITECTS, P.C.', 'EAT', 'COSENTINI ASSOCIATES', 'BISTRO 61', 'COW GIRL',
                 'REYES MEXICAN DELI', 'IMA ENGINEERING PC', '1 AYAMA', 'BAGELSMITH', 'FRESCO TORTILLAS & LLC',
                 'WOK WOK', 'LA GRANJA', 'KAYMIL', 'ANTHONY MORALI ARCHITECT PLLC', 'FOOD SING', "ROSELLA'S PIZZERIA",
                 'BUFF PATTY RESTAURANT & BAKERY', 'BRIDE VIEW DINER', 'LA ESQUINA', 'KING ROYAL FRIED CHICKEN',
                 'VINNYS PIZZERIA', 'CAFE HIMALAYA', 'EL POLLITO MEXICANO', 'JG NEUKOMM ARCHITECTURE',
                 'DAL H CHUN ENGINEER PC', 'STAGE DOOR DELI', 'ROYAL CONST. PROF. SERVI. P.C.',
                 'RAJAKARUNA & ETTLINGER P.C.', "SAHARA'S", 'GF55 PARTNERS', "FRANK'S TRATTORIA/FELIPE'S PIZZA",
                 "EL NUEVO POLLO'S", "GEORGIA'S EAST SIDE BBQ", 'BUILDING ON BOND', 'DELICIAS CUENCANAS RESTAURANT',
                 'MKM LANDSCAPE ARCHITECTURE', 'GEORGIOS COUNTRY GRILL', 'LENOX HILL PIZZA', 'FRIENDS PIZZA CAFE',
                 'ASHOKA', 'DAVID PIZZA', "LUKE'S PIZZA", 'OKI', 'ATMOSPHERE DESIGN & ARCH PLLC',
                 'MEI WEI HONG KONG RESTAURANT', "COSMO'S", 'Z & T ENGINEERING, P.C.', 'SONGKRAN', 'BONSIGNOUR CAFE',
                 'GREEN LEAVES CHINESE RESTAURANT', 'SAUL DAVID HAYUTIN ARCHITECTS', 'SHANGHAI CHINESE', 'BIBLIO',
                 'JOHNS RESTAURANT', "DOMINIO'S", 'DOMANI TECHNICAL & DESIGN SERVICES', 'MOORE ASSOCIATE, LLC',
                 '<NAME>', 'STONEFIELD ENGINEERING & DESIGN, LL', 'FURMAN & FURMAN ARCHITECTS',
                 'DOKEBI BAR & GRILL', 'AKELIUS REAL ESTATE MANAGEMENT LLC', 'MOON CAKE FOODS',
                 'FLUSHING ENGINEERING SERVICE', 'FMC ENGINEERING, PC', 'HAPPY RESTAURANT', '<NAME>',
                 'EL VIEJO YAYO', 'KOREAN EXPRESS', 'LIDO', 'CITY BUILDING ARCHITECT P.C.', '<NAME>',
                 'AGE ENGINEERING, LLC', 'SILVER GARDEN', 'RAIN', 'JAPANESE NOMADO 33', 'CUONO ENGINEERING',
                 'EAST BROADWAY RESTAURANT', 'BLT PRIME', "GIOVANNI'S PIZZA", 'SEA BREEZE', 'BAGELS & SCHMEAR',
                 'PDMS DESIGN GROUP', 'SANTE FE', 'FRS CONSTRUCTION LLC', 'ASYA', 'BLACK FOREST BROOKLYN',
                 'EDWARDS BRUNCH', 'TIMES BUILDINGS ENGINEERING SER PC', "LUU'S BAGUETTE", 'EL PEQUE\xd1O COFFEE SHOP',
                 'ONE STOP PIZZA', 'HAMILTON', 'FLAVORS HEALTHY', 'BRONZINO ENGINEERING, P.C.', 'IDEAL MINI MART',
                 'FATOOSH', 'OFFICE OF XIAO YE ZHENG, P.E.', "ARTIE'S (LLC CORN BEEF EXPRESS)", 'B CUP CAFE',
                 'BLONDIES SPORTS', 'GREAT CHINA', "LIN'S GARDEN RESTAURANT", 'CAFE ALTRO PARADISO', 'MISHIMA',
                 'ANTHONY JOHNSON ARCHITECTS', 'PHILIP HABIB & ASSOC.', 'CORNER BISTRO', 'TING HUA', 'FISH TALES',
                 'LA POSADA', 'MCALPINE ASSOCIATES ARCHITECTS PC', 'CANTEEN 82', '10TH AVE PIZZA & CAF\xc9',
                 "WIMPY'S HAMBUGER", 'KAVA', 'CAFETERIA', '<NAME>', 'MYRTLE THAI RESTAURANT', 'NEW WAH KWONG',
                 'H2 CONSULTING PE PC', 'TACO HOUSE', 'SMK ARCHITECT', 'FU LAI KITCHEN',
                 'HAPPY FAMILY CHINESE RESTAURANT', 'PROTOS', 'S K DELI MARKET', 'SAFIYA CONSULTANTS INC',
                 'NEW PEKING CHINESE RESTAURANT', 'SHAKE SHACK', '00 + CO', 'MANNYS ON 2ND', 'MEI HAO RESTAURANT',
                 '<NAME>', 'ABA ASIAN FUSION CUISINE', 'ALTIERISEBORWIEBER LLC', '<NAME>',
                 'SA<NAME>', '<NAME>', 'CEBU', "LI & LIN'S CHINA DRAGON, INC.",
                 'REVOLUTION RICKSHAWS LLC', '59 CHINA', 'THE DISH', "LVICKY'S", 'BAGEL NOSH NYC', 'CLARKS',
                 'PIZZA MERCATO', 'NIKKO', 'STOA DESIGN STUDIO LTD', 'COMMUNITY FOOD & JUICE', 'HAPPY KITCHEN',
                 '10 AVENUE WINES & LIQUORS', 'BELLA VITA', 'HOY IP', 'ANKA GRILL', 'C2B ARCHITECTS PC', 'SENOR POLLO',
                 'COCO BISTRO', 'EAST STAR', 'TACOS MATAMOROS', 'KAUKI', 'KING FOO', 'SPRING BOY', 'BAIT & HOOK',
                 'CAFFE PALERMO', 'BREAD & TULIPS', 'ASUKA', "MEL'S BURGER BAR", "KING'S KITCHEN", 'CREPES ON COLUMBUS',
                 'RUSTICA PIZZA', '<NAME>, RA', 'CERCLE ROUGE', 'Q2 THAI', 'GUSTORGANICS',
                 'BELLA NAPOLI PIZZERIA', 'A TECH ENGINEERING NYC, PLLC.', "BAYARD'S ALE HOUSE",
                 'ARCHITECTURAL SOLUTIONS', 'MULINO', 'AGOSTINO IACOBELLIS', 'SI DESIGN',
                 'ARCHITECTURE WORK OFFICE PLLC', '<NAME>', '72ND ST. BAGEL', "<NAME>", '<NAME>',
                 'TAC<NAME>', '<NAME> ENGINEERING, PC.', 'LITE BITE', 'KING DRAGON',
                 'VG ARCHITECTURE STUDIO, PLLC', 'GUTH DECONZO CONSULTING ENGINEERS,', 'NEW TACO EXPRESS',
                 'LIGHT HOUSE', 'HAMILTON DELI', 'ATOYAMA', "JUDY'S SPANISH RESTAURANT", 'NARGILA GRILL',
                 'BURGER URWAY', 'CANOA RESTAURANT', 'HI THAI', 'WARREN MEISTER ARCHITECTS, PC', 'BRISAS DEL VALLE',
                 'LORING CONSULTING ENGINEERS, INC.', 'EDO', 'HUNAN PARK', 'AKRF, INC.', 'GARFINKEL ARCHITECT ,PLLC',
                 'EAST PACIFIC PAN-ASIAN', 'TEP ENGINEERING, PLLC', 'COLUMBUS GOURMET FOOD', 'AYA SUSHI', 'GINGERS',
                 'CNY ENGINEERING P.C', 'WONG WONG NOODLE', 'H<NAME>I', '5 BROTHERS GOURMET MARKET',
                 'HOWELL BELANGER CASTELLI ARCHITECTS', 'GREENWICH GRILL', 'YEC ENGINEERING',
                 'KENNETH KOONS, ARCHITECT', 'KITARO JAPANESE', 'RAYS PIZZA', 'AAR PAN', 'NOODLE FUN',
                 'ARCADIS OF NEW YORK, INC', 'FUEL EXPRESS', '<NAME>', 'EL VIEJO GRAN CAFE', '<NAME>I',
                 '<NAME>', '<NAME>', "ORIGINAL TONY'S PIZZA", 'MAXIM', "DOMINICK'S PIZZA",
                 '<NAME>', 'V-NAM CAFE', '<NAME>', 'THE BEST PIZZA', "BULLY'S DELI", 'EL SITIO',
                 'PEACE FOOD', 'HLW INTERNATIONAL LLP', 'CHELSEA COTTAGE', 'FORCELLA', 'PRESS', 'SUN CAFE',
                 'NEW ONE CHINESE RESTAURANT', 'GAN ASIA', 'DELICIOSO', 'ANZ CONSULTING ENGINEERING, PLLC',
                 'TACOS EL PAISANITO', 'MOMOYA', 'INDETAIL ARCHITECTURAL AND ENGIN', 'SAUCE', 'NEW KAM WEI',
                 'IRMAT PHARMACY', '<NAME>', "SPEEDY'S", 'CHARLIE MOM CHINESE CUISINE', 'BROADWAY COFFEE SHOP',
                 'BOULER PFLUGER ARCHITECTS, P.C.', 'HONG KONG CHINESE RESTAURANT', 'YOAN MING GARDEN', 'VINE',
                 'ERIC SAFYAN ARCHITECT PC', '<NAME>', 'LA TRATTORIA', 'WANDEE SIAM V', 'NYX ENGINEERING, PLLC',
                 'DON PICHON RESTAURANT', '<NAME>', '<NAME>', 'JAMES JH CHAI & ASSOCIATES, LLC',
                 'THE ORIGINAL AMERICAN CHICKEN', 'NEW RANCH', 'EXPEDITION NYC', 'MR.', 'M & G', 'SY ENGINEERING PLLC',
                 'BAGEL BUFFET', 'EYAL LEVITT ARCHITECT', 'EAB ARCHITECTURAL DESIGNS, PLLC', '<NAME>', 'CONSTSCAPE',
                 'ENVIRONMENTAL ENGINEERING SOLUTIONS', 'SKIDMORE, OWINGS & MERRILL LLP',
                 'BOMBAY FAST FOOD (AKA 38 BOMBAY JUNCTION)', 'NAGOMI', '1ST EXCAVATION GROUP OF NY', 'LE GAMIN',
                 'THELEWALA', 'SUNSET COFFEE SHOP & RESTAURANT', 'SAHARA ARK', "BEARD PAPA'S", "FURRY PAW'S",
                 'CHAN YANG RESTAURANT', '67 BURGER', "PAT<NAME>'<NAME>", 'AMYLOS', "ROCCO'S PIZZA RESTAURANT",
                 'MCRB SERVICE CORP', 'MARK GOULD ARCHITECT', "MELANIE'S", 'BLACK HOUSE PUB', 'CAFE EL PORTAL',
                 'HIRANI ENGINEERING & LAND SURVEYING', 'FU WING', "SALUO'S PIZZA BAR", 'FIVE LUCK',
                 'CAFE FRIDA MEXICAN RESTAURANT', 'WESTVILLE', "ZHENG'S FAMILY GARDEN", 'AOC EAST',
                 'RAMPULLAASSOCIATES ARCHITECTS, LLP', 'THE STAGECOACH', "CLARK'S", 'DESIGN STUDIO ASSOCIATES',
                 'THAI ELEPHANT', '5 NAPKIN BURGER', "RACHEL'S", 'CHO DANG GOL', "PETE'S GRILL", "NICKY'S COFFEE SHOP",
                 '<NAME>, ARCHITECT', 'BLACKSMITH CAFE & DELICATESSEN', 'CAFE DU SULEOL', 'FA SHING',
                 "LUIGI'S PIZZA II", 'CX CONSULTING CORP', 'BREAD & BUTTER', "LEO'S BRAND BAGELS", "JIMMY'S HOUSE",
                 'Z.S. ENGINEERING, PC', 'HEIGHTS FALAFEL', 'DOV HADAS, ARCHITECT PC', 'FORMICA CONSTRUCTION,INC',
                 'MALECON RESTAURANT', 'AJANTA', 'GACE CONSULTING ENGINEERS', 'V&T PIZZERIA', 'CIRCA BREWING COMPANY',
                 'MAGURO', 'SALIENT ARCHITECTS, LLC', 'BOCADO BAKERY CAFE', 'READY TO EAT',
                 'MULLEN PALANDRANI ARCHITECTS', 'ONE DELI', '<NAME>', 'BOY ARCHITECT', 'DRINK WINES & SPIRITS',
                 'ETROS', 'NAM CAFE', 'MI<NAME>', 'SPG ARCHITECTS', 'BUTLER', "ANTHONY & JOE'S", 'PUEBLA SEA FOOD',
                 'PHO HOAL', 'DESI DELI', 'LA PUNTILLA', 'TAKAHACHI TRIBECA', 'BAR ITALIA', 'MALECOM RESTAURANT',
                 "EISENBERG'S SANDWICH SHOP", 'A/R ENVIRONETICS ARCHITECTS PC', 'SBLM ARCHITECTS PC',
                 '21 HOMES KITCHEN', 'MANDATO MEXICAN RESTAURANT', 'TOHFAZ UDDIN PE PC', '<NAME>, RA',
                 'MAYER SILBER ARCHITECT P.C.', "ALICE'S ARBOR", "FLACO'S PIZZA", 'HOP LEE KITCHEN', 'CAFE PRAGUE',
                 'GUZAN JAPANESE CUISINE', 'EUROPAN BAKERY CAF\xc9', 'OLA CONSULTING ENGINEERS', 'JMV ASSOCIATES, LLC.',
                 'EXPRESS SOFT TACO', '537 CHINA WOK', 'SH<NAME>', 'MI<NAME>LI', 'HANA CAFE', 'MEXICAN DELI',
                 "ALFIE'S", 'ANGIES PIZZA CAFE', 'CABE HABANA', 'LIN + ASSOCIATES ARCHITECTS', 'AJI SUSHI',
                 'MISTER CHICKEN TO GO', 'JOHNSTON BURKHOLDER ASSOCIATES', 'RIBALTA NYC', 'BALKANIKA', 'MACBAR',
                 "SAL'S PIZZA & MAMMA MARIA RESTAURANT", 'RICHARD KRESHTOOL ARCHITECT', 'WICHCRAFT', 'VISIONACM',
                 'THE COMMONS', 'PICASSO', 'CASABLANCA', '<NAME>', 'KNF SERVICES CORP', 'DAKOTA BAR',
                 'BAR COASTAL NYC', "WAHOO'S", 'BANC CAFE', 'CHATEAU DRUG & HOMECARE', 'SAMS FAMOUS PIZZA', 'CHOICE',
                 'ABSOLUTE THAI RESTAURANT', 'JUST MAKE 4 U', 'CHAMPIGNON', 'TABATA', 'FREYER COLLABORATIVE ARCHITECTS',
                 'GREEN CAFE', 'AKF ENGINEERS LLP', '5D ARCHITECTURE & ENGINEERING PLLC.', 'ACQUISTA TRATTORIA',
                 'CUSTODIO CONSULTING, LLC', 'EL COFRE RESTAURANT', 'EL MARIACHI', 'BELLAE CLAIRE CLEANERS',
                 'MCCRAY ARCHITECT P.C.', 'TAKSIM TURKISH CUISINE', 'BUILD TECH CONSTRUCTION CORP', 'TACO BANDITO',
                 'AKIRA', "DELLAROCCO'S PIZZA", "ROCKY'S PIZZA", 'LUKE LICALZI, P.E., P.C.',
                 "CASTRO'S EL PATIO MEXICANA", '<NAME>', 'ECHOS', 'SUZU SUSHI', 'FRANK & EDDIES',
                 "ELI'S ESSENTIALS", 'UNO CHICAGO GRILL', "LUSARDI'S", 'CONCORD HILL', 'JUICE PRESS 8', 'STANTON PIZZA',
                 'LAS ROSAS BAKERY', 'SHO<NAME>', 'LANZAS', 'CHEEBURGER CHEEBURGER', 'BROADSTONE TAP HOUSE',
                 'SALMON FISH', 'JUJUBE TREE', 'CHICK P', 'CIBO E VINO', 'NUM PANG', 'CAFEINE', 'BROADWAY CAFE',
                 'EAT CAFE', "ARMANDO'S RESTAURANT", 'OGAWA CAFE', 'EDG', '82 STREET GROCERY', 'WA JEAL', 'NANA',
                 'PIZZA STOP', "LEO'S PIZZA", 'HIGHLINE DELI II', "LIANG'S GARDEN", 'AFGHAN KABAB',
                 'AMISH MARKET TRIBECA', 'ROSSETTIS PIZZA', 'BUTCHER BAR', 'FUSHIMI', "STEVE'S PIZZA",
                 'MANGAL KEBAB TURKISH RESTAURANT', "DARO'S PIZZA & CHICKEN", 'COVE LOUNGE', 'CHEF 28',
                 'WEST SIDE CAFE', 'GOUSTARO', 'GUANTANAMERA', 'THE SOUL SPOT', 'BAO BY KAYA', 'NUEVO TACOS',
                 'JIM KUSI, PE', 'EAST MET WEST', 'AR<NAME>AI', 'RUSS PIZZA', 'ANTALIA', '<NAME>',
                 'BROTHERS PIZZA', 'NDKAZALAS ARCHITECTURE P.C.', '<NAME>', 'SZENK ATELIER LLC',
                 'NICHOLAS J. DEFELICE, P.E.', 'GACE DPC', 'CURTIS + GINSBERG ARCHITECTS LLP', 'LA BRASA PERUANA',
                 'RED BASIL', 'CASA PUBLICA', 'TOASTIES E.', "SARABETH'S", 'DOKA ENGINEERING PC', 'BIG NICKS',
                 'CRESCENT CORNER', 'DESIMONE CONSULTING ENGINEERING GRO', 'DONNA MARGHERITA', 'SERAFINA',
                 'FLAT IRON WINES & SPIRITS', 'MR. <NAME>', 'TAQUERIA TLAXCALLI', 'AKURA', 'BLUE SMOKE', 'RUAY THAI',
                 'IDA GALEA, ARCHITECT', 'LAS PALMAS', "LILY'S", "<NAME>'S PIZZA", 'DJM CONSULTING ENGINEERING',
                 'IDS', 'GEMINI', 'ADEN 1 DELI', 'MARGARET RESTAURANT', 'JX FLAME SOLUTION INC',
                 'BOULEVARD SEAFOOD COMPANY', '<NAME>', "<NAME>", '<NAME>', 'GRILL 21',
                 "<NAME>'S PIG HEAVEN", 'MISO', 'RS ENGINEERING & LAND SURVEYING PLL', '<NAME>', 'DINO',
                 '44 SOUTHWEST', '<NAME>', '<NAME>', "TINY'S GIANT SANDWHICH",
                 'NICKS RESTAURANT', 'HEALTHY NIBBLES', 'CALYER', 'ASDA ARCHITECTURE + DESIGN',
                 'H2M ARCHITECTS + ENGINEERS', '388 CAFE & DELI INC.', 'BAGEL EXPRESS 11', 'AMBER WEST VILLAGE',
                 'BACCHUS', 'FORREST POINT', 'AN<NAME> PIZZA & PASTA', 'NASIR J. KHANZADA LLC',
                 'THE SOFT SERVE FRUIT', 'SIMINO ARCHITECT', 'FRUIT ON 13', 'J & B YUMMY PIZZA', "ARIA HELLS' KITCHEN",
                 '<NAME>', '<NAME>, ARCHITECT', "MARTINIELLO'S PIZZA", 'RE.UNION',
                 'ASHER HERSHKOWITZ ARCHITECT', 'OISHII', 'OUT/LATIN MEXICAN FOOD', 'CAFE DU SOLEIL', 'BARKING DOG',
                 'GILSANZ MURRAY STEFICEK LLP', 'ARCTICA', 'JEFFREY LANGSAM ARCHITECT P.A.', 'SAKE II', "GRINI'S",
                 'STAMINA', 'MISRA & ASSOCIATES, P.C.', 'MAKKAH PIZZA', 'LATIN AMERICA RESTAURANT',
                 'CLINTON ST. BAKING', 'VILLAGE FARM GROCERY', 'COOPERTOWN DINER', 'FOOD BO GARDEN', 'LA MIA',
                 'CHICK PEA', 'STV INCORPORATED', 'COMFORT DINER', 'CITROEN', 'NO 1', 'L<NAME>', 'EL RANCHITO',
                 'OSAKA', '<NAME>', "TWO LIZARD'S MEXICAN BAR & GRILL", 'DIANNE & ELISABETH',
                 'KINGSTON PIZZA', 'MY LITTLE PIZZERIA', 'NONNA RESTAURANT', 'TAQUERIA Y FUNDA LA MEXICANA',
                 'HC ARCHITECT, PC', 'LOFFREDO BROOKS ARCHITECTS PC', 'DOYUN KIM; RA', 'THAINY', 'KOUZAN',
                 "NEW YORK SAL'S PIZZA", 'ISADORAS', "JOHN'<NAME>ER", '<NAME>', 'SAPPHIRE INDIAN CUISINE',
                 'TARO SUSHI NY INC', 'CHICKYS', '<NAME>', 'TABRIZ DESIGN GROUP', '<NAME>', 'RAKU',
                 'PLUMP DUMPLING', "CHINELO'S", 'GOWASABI', 'MARTINIQUE CAFE', 'RED CHILLI INDIAN CAFE',
                 'COLUMBUS GOURMENT', 'SUPER NO. 1 KITCHEN', 'MEDITERRANEO', 'GRASS ROOTS JUICERY',
                 'BAZINI ENGINEERING, P.C.', 'ARA ARCHITECT', 'MAIN NOODLE HOUSE', 'CAFE FREDERICK HARLEM PARLOR',
                 'SKY ARCHITECTS, LLC', "BENNY'S PIZZERIA & RISTORANTE", 'BANHMI SAIGON BAKERY', 'EMPIRE WOK',
                 'HONG CHEONG', "RUBBY'S RESTAURANT/PIZZERIA", 'DAYBREAK', 'STRUCTURAL ENGINEERING TECHNOLOGIES',
                 'DAVID LEE - ARCHITECT', 'CIAO FOR NOW', 'THAI 101', 'DAGHER ENGINEERING PLLC', "FRANCESCO'S",
                 'SUNSET DELI & GRILL', 'FATIMAS HALAL KITCHEN', 'DEE', 'PHO', 'CHIP SHOP', 'BADALY ARCHITECTS',
                 'NEW ASTORIA & NEW ASTORIA PARK PIZZA', 'ATELIER NEW YORK ARCHITECTURE PC', 'PIZZA SUPERSTAR',
                 'MORGAN SERVICES GROUP CORP.', 'SOMTUM DER', 'BASIL', 'INGA CONSULTING ENGINEERS', 'EL CAMION',
                 'PEKING EXPRESS', 'CHOTE NAWAB', "GIOVANNI'S PIZZERIA", 'PANDA HOUSE', 'OCHA',
                 'RUGGIERO AND ASSOCIATES LTD.', 'DO<NAME>', 'CITY WINE', 'GIARDINI GOURMET PIZZA', 'JADE HOUSE',
                 'GO GO THAI', 'PIZZAZZ PIZZERIA', 'SOYU ARCHITECTURE, INC.', "DORRIAN'S RED HAND",
                 'AMARA ENGINEERING,PLLC', 'COLLADO ENGINEERING', 'ODESSA RESTAURANT', 'SAFFRON',
                 'SUPERIOR - HOME INSPECTION SERVICES', 'ANASSA', 'DELIZIA 92', 'MONSTERS SUSHI',
                 'DARIUS TORABY ARCHITECTS, P.C.', 'NO. 1 LUCK SUNG', 'DEBORAH ROJAS ARCHITECTURE & PLANNI',
                 "DOYLE'S CORNER", 'CAFE VIVA', 'YASAKA', 'MERIT DELI RESTAURANT', 'GING ASIAN BISTRO',
                 'HNY CONSULTING ENGINEERS', 'CHAR<NAME>, AIA', 'CUP & SAUCER', 'GO NOODLE',
                 'NINTH AVENUE WINE', 'BUDAY & SCHUSTER ARCHITECTS,LLP', 'BAGEL CAFE', 'SAJIS', 'BAR VERDE',
                 'CHINA CHALET', 'KARANI INDIAN CUISINE', 'CHINA HONG', "LIN'S", 'CO<NAME>NER', 'COLUMBIA', "MARIO'S",
                 'CASA COLOMBIA', 'TROPICAL GRILL RESTAURANT', 'KOHN PEDERSER FOX ASSOCIATES', 'ALIADA RESTAURANT',
                 'JUST DELICIOUS DELI', '<NAME>', "DANIELA'S TRATTORIA", 'ALFRED KARMAN, ARCHITECT',
                 'LUSCIOUS THAI', 'AV<NAME>', 'GRAND CANYON RESTAURANT', 'BROOKLYN BAGELS & COFFEE COMPANY',
                 'SOCIALE', 'EM<NAME>UI', 'PRTITE  ALEILLE', "BUBBY'S", 'BUILDING STUDIO ARCHITECTS',
                 "CAFE DANIELLO'S PIZZA", 'JOYA THAI RESTAURANT & BAR', 'DINER', 'TASTE OF ITALY', 'COWGIRL AND BAR K',
                 'CHUNG <NAME>', 'D<NAME>IZZA', 'WRAP-N-RUN GRILL', 'S.M. BERGER ARCHITECTURE PC', 'SABOR LATINO',
                 'KMB DESIGN GROUP, LLC', 'CCPE', 'KABOB SHACK', 'OLDE BROOKLYN BAGEL SHOPPE', 'LA BARCA RESTAURANT',
                 'INDIGO', 'THE LOOP', 'BOHN ARCHITECTURE AND DESIGN', 'TERIYAKI SHACK', 'IHAB SHAFEI',
                 "SABRINA'S BROADWAY PIZZERIA", 'REDANG ISLAND', 'JAROS, BAUM & BOLLES', 'CHINESE RESTAURANT',
                 'BODHI TREE', 'MOSTAFA', 'BURRITO HOUSE', "SALLY'S COFFEE SHOPPE", "MARIO'S PIZZERIA",
                 'MORAGHAN ENGINEERING PC', 'BAMBOLEO', 'ZAMBRANO ARCHITECTURAL DESIGN, LLC',
                 'INTERNATIONAL RESTAURANT', 'CAFE TABU', 'LAYLA JONES', "RICKY'S CAFE", 'TU CASA RESTAURANT',
                 'DRAGON VILLAGE', 'LEGEND', 'HUNTS POINT', 'LASAGNA RISTORANTE', 'DESIMONE CONSULTING ENGINEERS',
                 "GRACIE'S WINES", 'TAQUERLA LA PLACITA PUEBLA', 'MALAYSIA GRILL', 'STICKY RICE', 'LEROY STREET STUDIO',
                 'NEW KING WOK RESTAURANT', 'GOURMET BAGEL', 'KARLOFF', 'PHO SURE', 'FLETCHER', 'SHOP ARCHITECTS',
                 'DREAMERS PIZZA', 'SKYLIGHT DINER', "RICHIE'S PLACE", 'ISLAND SPICE SOUTHERN CUSINSINE',
                 'AQUATECH ENGINEERING P.C.', 'GEORGE SCHELL ENGINEERING', 'PENANG', 'VINTNER WINE MARKET',
                 'MOLTO BENE', 'BABA COOL', 'PIC UP STIX', 'TATAKI', 'CAF\xc9 PETISCO', 'ME & MY EGG ROLL',
                 'JFK FRIED CHICKEN', 'OFFICE OF JAMES RUDERMAN', 'CHAI THAI RESTAURANT', 'SALAAM', '2 DIVE 4',
                 'AVI PRADHAN ARCHITECT', 'CORNERSTONE TAVERN', 'RODNEY D. GIBBLE CONSULTING ENGINEE',
                 'IMC ARCHITECTURE DPC', "KING'S WOK", 'ABILENE', 'BARKOGI', 'EMPANADA', 'SUTTON PIZZA',
                 'GOOD FRIEND CHINESE RESTAURANT', 'SUB EXPRESS', 'JR PRIMOS', 'SOHO GARDEN', 'CAFE GITANE', "RUTHIE'S",
                 'HANINGTON ENGINEERING CONSULTANTS,', 'EAST VILLAGE PIZZA', 'LUCKY CHICKEN', 'LB ENGINEERING PC',
                 'PIZZETTA', 'KOSSAR + GARRY ARCHITECTS, LLP', 'MAYERFELD ARCHITECTURE PLLC', 'OZU JAPANESE CUISINE',
                 '<NAME>,P.E.', 'DALLAS BBQ', "MIKE'S BAGELS", "<NAME>", 'NB&C', 'BAGELS & CO',
                 '<NAME>', 'AMARONE RESTAURANT', "BENNY'S", 'KSS ARCHITECTS', 'AHANA', 'JJ NOODLE',
                 'PIZZA & GYRO GRILL', 'TOMMYS GRILL & PIZZERIA', 'FIRST CHOICE RESTAURANT', 'FREE FOODS NYC',
                 'SEVERUD ASSOCIATES', "SPOON'S", 'CHRISTINE SCHLENDORF', 'BACKFORTY ARCHITECTURE, LLC',
                 'DSENY ENGINEERING SERVICES, PC', 'EAST OF EIGHTH', 'CALEDONIA', 'VILLA MIA PIZZA', 'SAO MAI',
                 'COSTA ARCH & ENG LLP', 'SURF BAR', 'CARVE UNIQUE SANDWICH', 'MEGA DELI FOOD CENTER', 'ESTRELLA',
                 "GEORGIE'S PIZZERIA", 'BAI SUSHI JAPANESE RESTAURANT', 'OLIVE TREE', 'ZAYTOONS', 'SPLENDID CHINA',
                 'NEW GREAT WALL', 'GOLDEN HOUSE', 'FUSIA', 'A & K TACOS', 'HANSON GOURMET DELI & CAFE',
                 'DINO RESTAURANT', 'MUNYC ARCHITECTURE PLLC', 'DANOIS ARCHITECTS, P.C.', 'DZIUPLA',
                 'GINO O. LONGO R.A.', 'SARAVANAA BHAVAN', 'AQUA MARINA', 'PHO SAIGON', 'AVENUE B BEST',
                 "CHEN'S GARDEN", 'LITTLE VINCENTS', 'BROOKLYN SEOUL', 'FULTON THAI CUISINE', "GINO'S PIZZA",
                 "D<NAME>'S", "LENNY'S ULTIMATE SANDWICH", 'LAS MARAVILLAS DE MEXICO', '<NAME>',
                 "GINO'S CUCINA BRICK OVEN PIZZA", '<NAME>', 'DORIANS', 'AMARONE',
                 '<NAME> ASSOCIATES, PC', 'PERISTA', '<NAME>', 'CES ENGINEERING, LLC',
                 'GOLDEN FOREST', 'SARITAS MAC & CHEESE', 'NEW YORK BURGER COMPANY', 'SMILE RESTAURANT',
                 'JIAN ENGINEERING PLLC', '523 9TH AVENUE', 'CAFE BASIL', "NANA'S LES PIZZERIA", 'NGAM THAI RESTAURANT',
                 '<NAME>', 'BOURBON', '<NAME>', 'SALERNO PIZZA', 'BITS BITES', 'LOTUS', 'SPICE COVE',
                 'ANTIKA FAMILY STYLE PIZZERIA', 'ANTHONY HATZIIOANNOU ARCHITECT PC', 'PRET A MANGER', 'BURGER BURGER',
                 'ZPROEKT ARCHITECTURE', 'S<NAME>IN', 'JON PAUL DESIGN & CONSULTING', 'WJCA', "JIMMY'S DINER",
                 'ANDREW FREDMAN ARCHITECT LLC', '107 WEST', 'CRIFDOGS', '3 STAR DINER', 'STARBUCKS COFFEE COMPANY',
                 "CHU'S GOURMET", 'JUNE DANIEL ARCHITECT', 'DENIZ', 'WING WAGON', 'FAMOUS KINGS PIZZA',
                 'MARGHERITAS PIZZA AND MEXICAN CUISINE', 'BO CAPHE', 'PIZZA WINGS BURGER', '<NAME>, RA',
                 'KATI', 'STAVROS I. MALLIAROS, P.E., P.C.', 'MILEE BUILDING CONSULTING LLC',
                 'LA TORTILLERIA MEXICANA LOS TRES HERMANOS', 'OZEN ASIAN FUSION CUSINE',
                 'MAGNUM OPUS ARCHITECTURE P.C.', 'PAUL A. CASTRUCCI, ARCHITECT', 'POLLO A LA BRASA MARIO',
                 'ALWAYS FRESH', 'BENVENUTO CAFE', 'ARIANNA BRAUN ARCHITECTS, PLLC', 'BSA ENGINEERS',
                 'MOFONGO DEL VALLE', '<NAME>, ARCHITECT', "PINO'S PIZZERIA", 'BELMONT FREEMAN ARCHITECTS',
                 'BLISS BAKERY & CAFE', "BROTHER JIMMY'S BBQ", 'FUEL', 'FRESH TORTILLA', 'OPAI THAI',
                 'HLW INTERNATIONAL', 'TAQUERIA DE LOS MUERTOS', 'PIZZA PARK', 'LEX RESTAURANT',
                 'GARY MORGENROTH ARCHITECT LLC', 'EJC ENGINEERING, PLLC', 'MORNINGSTAR',
                 'ELSA LA REINA DEL CHICHARRON', 'EAST SIDE CAFE', 'PIROOZ ENGINEERING, P.C.', 'PITA PAN CAFE',
                 'RAND ENGINEERING & ARCHITECTURE, DP', 'NINTH AVENUE VINTER', 'WORLD PIE', 'NEW HONG KONG KITCHEN',
                 'CO.DE CONSULTING AND DESIGN, INC.', 'ENERGY FUEL CAFE', 'TASTE OF BENGAL', 'LES AMBESSADES',
                 'EAB ENGINEERING PC', 'TANDOOR PALACE', 'ARTE RESTAURANT', 'SAN LUCAS',
                 'ARIANNA BRAUN ARCHITECTS PLLC', 'PALM RESTAURANT', 'NEW YORK WINE EXCHANGE', 'WAH FUNG',
                 'NORTHERN BELL', 'BABA GHANOUGE', '108 FOOD DRIED HOT POT', 'PASTRAMI QUEENS', "DIZZY'S ON FIFTH",
                 'CAFE FRIDA', 'CAFE ARGENTINO', 'SUPER TACO EXPRESS', 'PLAZA DINER', 'HARRY TENENBAUM,PE', 'BANTER',
                 'SH<NAME>', 'FIVE NAPKIN BURGER', "BABY BO'S", 'LIMON RESTAURANT', 'THE GREEK KITCHEN',
                 'NEW GARDEN', 'NEW NO. 1', 'CONCEPT DESIGN GROUP', 'GOLDEN CHOPSTICKS CHINESE RESTAURANT',
                 "ANTONIO'S PIZZA", 'COBBLE HILL COFFEE SHOP', "OLIVE'S", 'MCSWEENEY ENGINEERING', 'GREAT WALL NO. 1',
                 'SMITH & WOLLENSKY', 'GOLDEN EAGLE', 'BROOKLYN BREAD', '<NAME>', 'NATIONAL',
                 'EIGHTEEN RESTAURANT', 'PRIME MEATS', 'STEINWAY PIZZA', 'TURKISS', "DANNY'S PIZZERIA II",
                 'PUEBLA MINIMARKET', 'COOGANS', '<NAME>', '<NAME>', '<NAME>',
                 'SHERWOOD DESIGN ENGINEERS', 'METRO CAFE AUTHENTIC SZECHUAN CUISINIE', 'THE PANTRY', 'JACKSON HOUSE',
                 'THE SMOKE JOINT', 'XOCHITL TAQUERIA', 'INFINIGY ENGINEERING & SURVEYING, P', 'STEVEN ROWLAND',
                 'DON GIOVANNI RESTAURANT', 'VILLAGE APOTHECARY', 'VEGETARIAN GINGER', "BEAN'S & LAGER", 'SALA 19',
                 'LA NUEVA ESTRELLA', 'FRANK PETRUSOARCHITECT P.C.', 'FAMIGLIA PIZZA', 'CAFE AMRITA',
                 'CHIRPING CHICKEN', 'AT ARCHITECTS', 'MI NUEVO RANCHO', 'UNCLE JIMMYS', 'CAFE TO GO', 'BIRCH',
                 'CWB ARCHITECTS', "LULU'S COFFEE SHOP", 'FOOD SING 88 CORP', 'ARTHOUSE HOTEL NEW YORK CITY',
                 'STAUBITZ MARKET', 'JLS DESIGNS', 'TENZAN', 'CHAI', 'COZY', "RAY'S GOURMET", 'TEQUILA CHITOS',
                 '<NAME>', 'CAMERON ENGINEERING', '<NAME>, P.E.', "JOHN'S DOUNT & COFFEE SHOP",
                 '<NAME>, P.E., P.C.', '<NAME>', 'CHEFS CLUB COUNTER', 'AHUJA PARTNERSHIP ARCHITECTS',
                 'EL BARRIO', 'CAF\xc9 VIA ESPRESSO', 'QUALITY CHEF', "JOHN'S PIZZA", 'EL YAYO NUEVO',
                 'GRAND MORELOS DINER & BAKERY', 'CHINA 1', '<NAME>', 'BELLA PIZZA', "TALIA'S STEAKHOUSE",
                 "VANESSA'S DUMPLING HOUSE", 'BOLT ARCHITECTURE, PLLC', 'D&E BUILD EVERGREEN INC.', 'BLACK FLAMINGO',
                 'TOM WINTER ARCHITECT PC', 'AANGAW', "MICHAEL'S", "YANKEE'S PIZZA", '<NAME>, RA',
                 'BURGER CLUB', 'GEIGER ENGINEER, PC', 'MJK WINE & LIQUOR', 'PEKING DUCK HOUSE', 'MAMBI RESTAURANT',
                 'INAKA', 'OM REAL INDIAN', 'SANO WRECKING LLC', 'I LOVE PARAGUAY', 'PARRILLA', 'YUM YUM BANGKOK',
                 'AFRICAN BEST FOOD', 'BROOKLYN HEIGHTS', 'NAYA', 'COWBOY PIZZA', 'JACK GREEN ASSOCIATES',
                 'HONG KONG CAFE CHINESE RESTAURANT', 'ASIAN EXPRESS', 'ANSWORTH', 'LU ENGINEERING SERVICE PC',
                 'ARCHITECTURAL CONCEPT', 'FAMOUS CUISINE', 'CHOLA', 'TIPICO', 'FRAGOLE', 'FRANK NIGRO ARCHITECT, P.C.',
                 'SHANE HAMILTON, CONSULTING ENGINEER', 'TUTT HEIGHTS', 'SHAHI BIRYANI & GRILL', "PIPITONE'S PIZZA",
                 'M-CON ENGINEERING, PC', 'BILLS BAR BURGER', '<NAME>', 'TENZAN 89', 'WAVERLY',
                 "KING'S DELI", 'AL<NAME>', '<NAME>', '<NAME>', 'ADG', 'BANHMIGOS', 'MEE NOODLES',
                 'OCEAN DRAGON', 'CB BREEN ASSOCIATES', 'INDIGO INDIAN BISTRO', 'YUMMY YUMMY', 'EDISON RESTAURANT',
                 "MARIO'S DELI", 'CASTILLO ECUARTORIANO RESTAURANT', 'B BAR & GRILL', 'CHRISTOPHER COMPTON ARCHITECT',
                 'OLYMPIC PITA', 'CUBA', 'SUSHI W.', 'GMH ARCHITECTURE PLLC', 'CHEERS THAI RESTAURANT',
                 'LA RUANA PAISA', 'EL GRAN CASTILLO DE JAGUA RESTAURANT', 'CHINESE FAST WOK', 'ZUTTO',
                 'ENGINEERING GROUP ASSOCIATES, PC', 'STRUCTURAL ENGINEERING INTEGRATED,',
                 'BUILD TECH PROFESSIONALS CORP', 'THE MASALA WALA', 'BURGER HEAVEN', 'CHRISTIAN KOTZAMANIS',
                 'CAPITOL FIRE SPRINKLER, CO.', 'SILVER PALACE', 'SPICE GARDEN', 'GUANG MING', '<NAME>',
                 'PUERTO RICO RESTAURANT PIZZERIA', 'CHINESE KITCHEN', "JENTANA'S PIZZA", 'NEW JIN GUANG HOUSE',
                 'PIZZA PASTA RESTAURANT', 'RUDOLPH DUPUY R.A.', 'BRAZEN FOX KITCHEN AND BAR',
                 'BREAD BROTHERS BAGEL CAFE', 'BRADO', 'J & Y CHINESE RESTAURANT', 'AWOL BAR & GRILL',
                 'MURPHY BURNHAM & BUTTRICK ARCHITECT', 'EL PASO MEXICAN RESTAURANT', 'BURGERFL', 'SUGAR BEETS THAI',
                 'YUVA', "JOHNNY'S", 'CAPIZZI', 'SAVION CONSTRUCTION, INC.', 'CHRIS TEETER, RA',
                 'MALCOLM GOODSPEED ARCHITECT', '<NAME>', 'THE MTM DESIGN GROUP, LLC', 'FRANK DENNER ARCHITECT',
                 'AP CAFE', 'LA TERRAZA', "DALTON'S", 'NUEVO JARDIN DE CHINA RESTAURANT', 'TVG LLC', '<NAME>',
                 'DEL CORSO CAFFE', 'CYBUL , CYBUL WILHELM  ARCHITECTS', "ARTURO'S", 'AOA BAR AND GRILL', 'YOLI',
                 'RYAN DESIGN ARCHITECTURE', 'BOHLER ENGINEERING', 'MICHAEL ALMON, ARCHITECT', 'EL MANGU RESTAURANT',
                 'CITY DINER', 'NEW CHUANG HING', 'MIKADO', 'H.G. LEE ARCHITECT P.C.', 'SION CONSULTING ENGINEERING PC',
                 'DESI GRILL INDIAN CUISINE', 'G.R. RESTIVO,AIA', '<NAME>', "DENINO'S PIZZERIA AND TAVERN",
                 'FURRY RASCALS', 'WARIQUE', 'AME SERVICES INC.', 'LOLA', 'LA POLLERA COLORADA', 'NO.1 KITCHEN',
                 'PERCIBALLI INDUSTRIES INC.', 'ASIAN KITCHEN', 'THAI MARKET', 'C&B CONSULTING ENGINEERS LLC',
                 'LIME LEAF', 'CUBE DESIGN BUILD & MANAGEMENT, INC', 'INTERMEZZO', 'AMERICAN RETRO',
                 'URBAN TRANS ENGINEERING, LLC', 'TAMBORRA ARCHITECTURE CONSTRUCTION', 'MIYAGI',
                 "STEPHANIE'S RESTAURANT", 'KL INNOVATIVE DESIGN INC', 'FEI MA', 'VINNY VIN', '<NAME>',
                 'EMMANUEL KAVRAKIS ARCHITECTS', "FOXY'S DINER", 'MORTAR ARCHITECTURE PLLC', "GIO'S PIZZA", 'LAUT',
                 'NEW DOUBLE DRAGON', 'NEW ASIA CHINESE RESTAURANT', 'GARDEN GRILL', 'MK ARCHITECTURE PC', 'GUACUCO',
                 'GUADALUPANA DELI & VICTORIA RESTAURANT', 'RUSSELL GOSS ARCHITECT, PC', 'BISTANGO RESTAURANT',
                 'GAZALAS', 'BEST COFFEE', 'PETITE ABEILLE', 'NUSSBAUM & WU', 'EDWARD M. WEINSTEIN ARCHITECTURE &',
                 "GENERAL TSO'S", "MIMI CHENG'S DUMPLINGS", "POLITO'S PIZZA", 'TIO PIO', 'SUNBURST', '1 DARBAR',
                 'TACOS EL DORADO', 'LUIGI GILENO ARCHITECT PC', 'GEMINIS II RESTAURANT', 'CROWNKING FOOD CORP',
                 'HOLLYWOOD DINER', "UNCLE MARIO'S", 'BUCA BNUK OVEN PIZZA', 'EMANUEL  LOBUE',
                 'STROH ENGINEERING SERVICES, P.C.', 'DUNHILL CAFE', 'MELDAN GROUP LLC', 'PARK EAST KOSHER',
                 'APT ENGINEERING', "ANGEL'S GRILL", '<NAME> JR., ARCHITECT', 'FC CONSULTING ENGINEER, PLLC',
                 'LIBERATO RESTAURANT', 'ABRAMOV & SZAST CONSULTING ENG', 'ARCHITECURE+CONSTRUCTION, PLLC',
                 'RAINBOW DINER & RESTAURANT', 'CRISP', 'CARROLL PLACE', 'EL TESORO ECUATORINO INC',
                 'JUBILEE MARKETPLACE', '<NAME>', 'CIEN FUEGOS', 'NAVI STRUCTURAL ENGINEERING, PLLC',
                 'THE MANSION', "BAKER'S DOZEN BAGELS", '<NAME>', 'ANEMOS', 'ABCO-PEERLESS ENGINEERING, P.C.',
                 'THE RBA GROUP', 'CLUB FORTE', 'EDISON PROPERTIES', 'SPIVAK ARCHITECTS P.C.', '<NAME>',
                 'ARIANA AFGHAN RESTAURANT', 'LA RIOJA', 'ANCORA ENGINEERING, PLLC', 'BISKOTI', 'DEFONSECA ARCHITECTS',
                 'VOILA 76', 'SWAGAT', 'PEKING KITCHEN II', 'TAJ KABAB KING FINE INDIAN CUISINE', 'CAF\xc9 BLOSSOM',
                 'COCHINITA', 'FOOD CENTER', 'FREDDIE & PEPPERS', 'YEN TOY & ASSOC-ARCHITECT', 'GRAND GREAT WALL',
                 'FRANKIES', 'DOMINIC CULLEN', '5 AVENUE BAGELTIQUE', 'EL TESORO ECUATORIANO RESTAURANT',
                 '3 IN 1 KITCHEN', 'LA GUADALUPANA', 'SANFORDS RESTAURANT', 'DS ENGINEERING SERVICES, PC',
                 'CVS/PHARMACY', 'COPPELIA', 'ENNJU', '<NAME>', 'MANA ORGANIC', 'VAA', 'SIRI',
                 'NEW HOOD HING CHINESE RESTAURANT', "MAXWELL'S", 'PHILADELPHIA GRILLE', 'FERRY POINT INDUSTRIES CORP.',
                 'GRACE ENGINEERING PLLC.', 'SUPER DUMPLING', "SAL'S FAMILY", '1081 FULTON', 'OLYMPIC RESTAURANT',
                 "CELIA'S RESTAURANT BAR&GRILL", 'RESTAURANT DESIGN AND DEVELOPMENT', 'BROOKLYN PUBLIC HOUSE',
                 'BICALURO ASSOCIATES PC', 'YUKA', 'HUA YUNG KITCHEN', 'CORNERSTONE CAFE', 'BLUE COLLAR HAMBURGERS',
                 'MY PIZZA PIE', 'PAPPARDELLA', 'CABANA RESTAURANT AND BAR', '12 CHAIRS CAFE', "MICKEY SPILLAN'S",
                 'STIX', 'HPL ENGINEERING PC', 'BOND ENGINEERING PC', 'NO. 1 KING GARDEN', 'CHINA DRAGON WU INC',
                 'EL CENTRAL', 'EL MARIACHI RESTAURANT', 'STV INC.', 'SIDEWALK', 'FLORIDITA', '2ND AVENUE DELI',
                 'FAMOUS SICHUAN', 'LA MARCA CAFE', 'ARTICHOKE', 'CHERICO KING ARCHITECT, P.C.',
                 'THE NEW THOMPSON DINER', 'CHICKEN FESTIVAL RESTAURANT', "DAISY'S DINER", 'WESTSIDE BREW HOUSE',
                 'OMG TACO', 'LORING CONSULTING ENGINEERS, INC', 'WEST PLACE', 'LUOXING TA', 'YUNG CITY CORP',
                 'HACIENDA ANNA', 'NEW SHEZAN', 'AKITA SUSHI', 'BEDFORD CAFE RESTAURANT', 'D & G', 'RABBITS',
                 'PARK PLAZA RESTAURANT', 'PAUL DENIS ASSOCIATES', 'EASTWICK', 'PRINCE ST. PIZZA', 'NEW HOME SING',
                 "CRAZY ANNIE'S", 'BAGELS BREW', "KENNEDY'S", 'DER KRUNG THAI CUISINE', 'FAT SALS PIZZA',
                 'GREEN DESIGN CONSTRUCT, LLC', 'FELIX PUSTYLNIK P.E.', 'SILOM THAI', 'SUPER DEL MARKET',
                 'TIMES BUILDINGS ENGINEERING SERVICE', "BUBBA'S", 'CHRISTOS STEAK HOUSE', 'ANGELS BAKERY',
                 'CORBET & CONLEY', '<NAME>', '<NAME>', 'LA PIAZZETTA']
BUSINESS_DICT = set(BUSINESS_LIST)

UNIVERSITY_KEY_WORDS = ['COLLEGE', 'UNIVERSITY']

BUILDING_CLASSIFICATION_KEY_WORDS = ['WALK-UP', 'ELEVATOR']

PARK_KEY_WORDS = ['PARK', 'PLAYGROUND', 'SQUARE', 'FIELD', 'TRIANGLE', 'BALLFIELDS', 'BEACH', 'BOARDWALK']

CITY_LIST = ['ALABAMA', 'ALEXANDER CITY', 'ANDALUSIA', 'ANNISTON', 'ATHENS', 'ATMORE', 'AUBURN', 'BESSEMER',
             'BIRMINGHAM', 'CHICKASAW', 'CLANTON', 'CULLMAN', 'DECATUR', 'DEMOPOLIS', 'DOTHAN', 'ENTERPRISE',
             'EUFAULA', 'FLORENCE', 'FORT PAYNE', 'GADSDEN', 'GREENVILLE', 'GUNTERSVILLE', 'HUNTSVILLE', 'JASPER',
             'MARION', 'MOBILE', 'MONTGOMERY', 'OPELIKA', 'OZARK', 'PHENIX CITY', 'PRICHARD', 'SCOTTSBORO', 'SELMA',
             'SHEFFIELD', 'SYLACAUGA', 'TALLADEGA', 'TROY', 'TUSCALOOSA', 'TUSCUMBIA', 'TUSKEGEE', 'ALASKA',
             'ANCHORAGE', 'CORDOVA', 'FAIRBANKS', 'HAINES', 'HOMER', 'JUNEAU', 'KETCHIKAN', 'KODIAK', 'KOTZEBUE',
             'NOME', 'PALMER', 'SEWARD', 'SITKA', 'SKAGWAY', 'VALDEZ', 'ARIZONA', 'AJO', 'AVONDALE',
             'BISBEE', 'CASA GRANDE', 'CHANDLER', 'CLIFTON', 'DOUGLAS', 'FLAGSTAFF', 'FLORENCE', 'GILA BEND',
             'GLENDALE', 'GLOBE', 'KINGMAN', 'LAKE HAVASU CITY', 'MESA', 'NOGALES', 'ORAIBI', 'PHOENIX', 'PRESCOTT',
             'SCOTTSDALE', 'SIERRA VISTA', 'TEMPE', 'TOMBSTONE', 'TUCSON', 'WALPI', 'WINDOW ROCK', 'WINSLOW', 'YUMA',
             'ARKANSAS', 'ARKADELPHIA', 'ARKANSAS POST', 'BATESVILLE', 'BENTON', 'BLYTHEVILLE', 'CAMDEN',
             'CONWAY', 'CROSSETT', 'EL DORADO', 'FAYETTEVILLE', 'FORREST CITY', 'FORT SMITH', 'HARRISON', 'HELENA',
             'HOPE', 'HOT SPRINGS', 'JACKSONVILLE', 'JONESBORO', 'LITTLE ROCK', 'MAGNOLIA', 'MORRILTON', 'NEWPORT',
             'NORTH LITTLE ROCK', 'OSCEOLA', 'PINE BLUFF', 'ROGERS', 'SEARCY', 'STUTTGART', 'VAN BUREN',
             'WEST MEMPHIS', 'CALIFORNIA', 'ALAMEDA', 'ALHAMBRA', 'ANAHEIM', 'ANTIOCH', 'ARCADIA',
             'BAKERSFIELD', 'BARSTOW', 'BELMONT', 'BERKELEY', 'BEVERLY HILLS', 'BREA', 'BUENA PARK', 'BURBANK',
             'CALEXICO', 'CALISTOGA', 'CARLSBAD', 'CARMEL', 'CHICO', 'CHULA VISTA', 'CLAREMONT', 'COMPTON',
             'CONCORD', 'CORONA', 'CORONADO', 'COSTA MESA', 'CULVER CITY', 'DALY CITY', 'DAVIS', 'DOWNEY',
             'EL CENTRO', 'EL CERRITO', 'EL MONTE', 'ESCONDIDO', 'EUREKA', 'FAIRFIELD', 'FONTANA', 'FREMONT',
             'FRESNO', 'FULLERTON', 'GARDEN GROVE', 'GLENDALE', 'HAYWARD', 'HOLLYWOOD', 'HUNTINGTON BEACH', 'INDIO',
             'INGLEWOOD', 'IRVINE', 'LA HABRA', 'LAGUNA BEACH', 'LANCASTER', 'LIVERMORE', 'LODI', 'LOMPOC',
             'LONG BEACH', 'LOS ANGELES', 'MALIBU', 'MARTINEZ', 'MARYSVILLE', 'MEN<NAME>', 'MERCED', 'MODESTO',
             'MONTEREY', 'MOUNTAIN VIEW', 'NAPA', 'NEEDLES', 'NEWPORT BEACH', 'NORWALK', 'NOVATO', 'OAKLAND',
             'OCEANSIDE', 'OJAI', 'ONTARIO', 'ORANGE', 'OROVILLE', 'OXNARD', 'PACIFIC GROVE', 'PALM SPRINGS',
             'PALMDALE', 'PALO ALTO', 'PASADENA', 'PETALUMA', 'POMONA', 'PORT HUENEME', 'RANCHO CUCAMONGA',
             'RED BLUFF', 'REDDING', 'REDLANDS', 'REDONDO BEACH', 'REDWOOD CITY', 'RICHMOND', 'RIVERSIDE',
             'ROSEVILLE', 'SACRAMENTO', 'SALINAS', 'SAN BERNARDINO', '<NAME>', 'SAN DIEGO', '<NAME>',
             '<NAME>', '<NAME>', '<NAME>', 'SAN <NAME>', 'SAN LEANDRO', 'SAN <NAME>',
             'SAN MARINO', 'SAN MATEO', 'SAN PEDRO', '<NAME>', 'SAN SIMEON', 'SANTA ANA', 'SANTA BARBARA',
             'SANTA CLARA', 'SANTA CLARITA', 'SANTA CRUZ', 'SANTA MONICA', 'SANTA ROSA', 'SAUSALITO', '<NAME>',
             'SONOMA', 'SOUTH SAN FRANCISCO', 'STOCKTON', 'SUNNYVALE', 'SUSANVILLE', 'THOUSAND OAKS', 'TORRANCE',
             'TURLOCK', 'UKIAH', 'VALLEJO', 'VENTURA', 'VICTORVILLE', 'VISALIA', 'WALNUT CREEK', 'WATTS',
             'WEST COVINA', 'WHITTIER', 'WOODLAND', 'YORBA LINDA', 'YUBA CITY', 'COLORADO', 'ALAMOSA',
             'ASPEN', 'AURORA', 'BOULDER', 'BRECKENRIDGE', 'BRIGHTON', 'CANON CITY', 'CENTRAL CITY', 'CLIMAX',
             'COLORADO SPRINGS', 'CORTEZ', 'CRIPPLE CREEK', 'DENVER', 'DURANGO', 'ENGLEWOOD', 'ESTES PARK',
             'FORT COLLINS', 'FORT MORGAN', 'GEORGETOWN', 'GLENWOOD SPRINGS', 'GOLDEN', 'GRAND JUNCTION', 'GREELEY',
             'GUNNISON', 'LA JUNTA', 'LEADVILLE', 'LITTLETON', 'LONGMONT', 'LOVELAND', 'MONTROSE', 'OURAY',
             'PAGOSA SPRINGS', 'PUEBLO', 'SILVERTON', 'STEAMBOAT SPRINGS', 'STERLING', 'TELLURIDE', 'TRINIDAD',
             'VAIL', 'WALSENBURG', 'WESTMINSTER', 'CONNECTICUT', 'ANSONIA', 'BERLIN', 'BLOOMFIELD',
             'BRANFORD', 'BRIDGEPORT', 'BRISTOL', 'COVENTRY', 'DANBURY', 'DARIEN', 'DERBY', 'EAST HARTFORD',
             'EAST HAVEN', 'ENFIELD', 'FAIRFIELD', 'FARMINGTON', 'GREENWICH', 'GROTON', 'GUILFORD', 'HAMDEN',
             'HARTFORD', 'LEBANON', 'LITCHFIELD', 'MANCHESTER', 'MANSFIELD', 'MERIDEN', 'MIDDLETOWN', 'MILFORD',
             'MYSTIC', 'NAUGATUCK', 'NEW BRITAIN', 'NEW HAVEN', 'NEW LONDON', 'NORTH HAVEN', 'NORWALK', 'NORWICH',
             'OLD SAYBROOK', 'ORANGE', 'SEYMOUR', 'SHELTON', 'SIMSBURY', 'SOUTHINGTON', 'STAMFORD', 'STONINGTON',
             'STRATFORD', 'TORRINGTON', 'WALLINGFORD', 'WATERBURY', 'WATERFORD', 'WATERTOWN', 'WEST HARTFORD',
             'WEST HAVEN', 'WESTPORT', 'WETHERSFIELD', 'WILLIMANTIC', 'WINDHAM', 'WINDSOR', 'WINDSOR LOCKS',
             'WINSTED', 'DELAWARE', 'DOVER', 'LEWES', 'MILFORD', 'NEW CASTLE', 'NEWARK', 'SMYRNA',
             'WILMINGTON', 'FLORIDA', 'APALACHICOLA', 'BARTOW', 'BELLE GLADE', 'BOCA RATON', 'BRADENTON',
             'CAPE CORAL', 'CLEARWATER', 'COCOA BEACH', 'COCOA-ROCKLEDGE', 'CORAL GABLES', 'DAYTONA BEACH',
             'DE LAND', 'DEERFIELD BEACH', 'DELRAY BEACH', 'FERNANDINA BEACH', 'FORT LAUDERDALE', 'FORT MYERS',
             'FORT PIERCE', 'FORT WALTON BEACH', 'GAINESVILLE', 'HALLANDALE BEACH', 'HIALEAH', 'HOLLYWOOD',
             'HOMESTEAD', 'JACKSONVILLE', 'KEY WEST', 'LAKE CITY', 'LAKE WALES', 'LAKELAND', 'LARGO', 'MELBOURNE',
             'MIAMI', 'MIAMI BEACH', 'NAPLES', 'NEW SMYRNA BEACH', 'OCALA', 'ORLANDO', 'ORMOND BEACH', 'PALATKA',
             'PALM BAY', 'PALM BEACH', 'PANAMA CITY', 'PENSACOLA', 'POMPANO BEACH', 'SAINT AUGUSTINE',
             'SAINT PETERSBURG', 'SANFORD', 'SARASOTA', 'SEBRING', 'TALLAHASSEE', 'TAMPA', 'TARPON SPRINGS',
             'TITUSVILLE', 'VENICE', 'WEST PALM BEACH', 'WHITE SPRINGS', 'WINTER HAVEN', 'WINTER PARK',
             'GEORGIA', 'ALBANY', 'AMERICUS', 'ANDERSONVILLE', 'ATHENS', 'ATLANTA', 'AUGUSTA', 'BAINBRIDGE',
             'BLAIRSVILLE', 'BRUNSWICK', 'CALHOUN', 'CARROLLTON', 'COLUMBUS', 'DAHLONEGA', 'DALTON', 'DARIEN',
             'DECATUR', 'DOUGLAS', 'EAST POINT', 'FITZGERALD', 'FORT VALLEY', 'GAINESVILLE', 'LA GRANGE', 'MACON',
             'MARIETTA', 'MILLEDGEVILLE', 'PLAINS', 'ROME', 'SAVANNAH', 'TOCCOA', 'VALDOSTA', 'WARM SPRINGS',
             'WARNER ROBINS', 'WASHINGTON', 'WAYCROSS', 'HAWAII', 'HANALEI', 'HILO', 'HONAUNAU', 'HONOLULU',
             'KAHULUI', 'KANEOHE', 'KAPAA', 'KAWAIHAE', 'LAHAINA', 'LAIE', 'WAHIAWA', 'WAILUKU', 'WAIMEA',
             'IDAHO', 'BLACKFOOT', 'BOISE', 'BONNERS FERRY', 'CALDWELL', 'COEUR D’ALENE', 'IDAHO CITY',
             'IDAHO FALLS', 'KELLOGG', 'LEWISTON', 'MOSCOW', 'NAMPA', 'POCATELLO', 'PRIEST RIVER', 'REXBURG',
             'SUN VALLEY', 'TWIN FALLS', 'ILLINOIS', 'ALTON', 'ARLINGTON HEIGHTS', 'ARTHUR', 'AURORA',
             'BELLEVILLE', 'BELVIDERE', 'BLOOMINGTON', 'BROOKFIELD', 'CAHOKIA', 'CAIRO', 'CALUMET CITY', 'CANTON',
             'CARBONDALE', 'CARLINVILLE', 'CARTHAGE', 'CENTRALIA', 'CHAMPAIGN', 'CHARLESTON', 'CHESTER', 'CHICAGO',
             'CHICAGO HEIGHTS', 'CICERO', 'COLLINSVILLE', 'DANVILLE', 'DECATUR', 'DEKALB', 'DES PLAINES', 'DIXON',
             'EAST MOLINE', 'EAST SAINT LOUIS', 'EFFINGHAM', 'ELGIN', 'ELMHURST', 'EVANSTON', 'FREEPORT', 'GALENA',
             'GALESBURG', 'GLEN ELLYN', 'GLENVIEW', 'GRANITE CITY', 'HARRISBURG', 'HERRIN', 'HIGHLAND PARK',
             'JACKSONVILLE', 'JOLIET', 'KANKAKEE', 'KASKASKIA', 'KEWANEE', 'LA SALLE', 'LAKE FOREST', 'LIBERTYVILLE',
             'LINCOLN', 'LISLE', 'LOMBARD', 'MACOMB', 'MATTOON', 'MOLINE', 'MONMOUTH', 'MOUNT VERNON', 'MUNDELEIN',
             'NAPERVILLE', 'NAUVOO', 'NORMAL', 'NORTH CHICAGO', 'OAK PARK', 'OREGON', 'OTTAWA', 'PALATINE',
             'PARK FOREST', 'PARK RIDGE', 'PEKIN', 'PEORIA', 'PETERSBURG', 'PONTIAC', 'QUINCY', 'RANTOUL',
             'RIVER FOREST', 'ROCK ISLAND', 'ROCKFORD', 'SALEM', 'SHAWNEETOWN', 'SKOKIE', 'SOUTH HOLLAND',
             'SPRINGFIELD', 'STREATOR', 'SUMMIT', 'URBANA', 'VANDALIA', 'VIRDEN', 'WAUKEGAN', 'WHEATON', 'WILMETTE',
             'WINNETKA', 'WOOD RIVER', 'ZION', 'INDIANA', 'ANDERSON', 'BEDFORD', 'BLOOMINGTON', 'COLUMBUS',
             'CONNERSVILLE', 'CORYDON', 'CRAWFORDSVILLE', 'EAST CHICAGO', 'ELKHART', 'ELWOOD', 'EVANSVILLE',
             'FORT WAYNE', 'FRENCH LICK', 'GARY', 'GENEVA', 'GOSHEN', 'GREENFIELD', 'HAMMOND', 'HOBART',
             'HUNTINGTON', 'INDIANAPOLIS', 'JEFFERSONVILLE', 'KOKOMO', 'LAFAYETTE', 'MADISON', 'MARION',
             'MICHIGAN CITY', 'MISHAWAKA', 'MUNCIE', 'NAPPANEE', 'NASHVILLE', 'NEW ALBANY', 'NEW CASTLE',
             'NEW HARMONY', 'PERU', 'PLYMOUTH', 'RICHMOND', '<NAME>', 'SHELBYVILLE', 'SOUTH BEND',
             'TERRE HAUTE', 'VALPARAISO', 'VINCENNES', 'WABASH', 'WEST LAFAYETTE', 'IOWA', 'AMANA COLONIES',
             'AMES', 'BOONE', 'BURLINGTON', '<NAME>', 'CEDAR RAPIDS', 'CHARLES CITY', 'CHEROKEE', 'CLINTON',
             'COUNCIL BLUFFS', 'DAVENPORT', 'DES MOINES', 'DUBUQUE', 'ESTHERVILLE', 'FAIRFIELD', 'FORT DODGE',
             'GRINNELL', 'INDIANOLA', 'IOWA CITY', 'KEOKUK', 'MASON CITY', 'MOUNT PLEASANT', 'MUSCATINE', 'NEWTON',
             'OSKALOOSA', 'OTTUMWA', 'SIOUX CITY', 'WATERLOO', 'WEBSTER CITY', 'WEST DES MOINES', 'KANSAS',
             'ABILENE', 'ARKANSAS CITY', 'ATCHISON', 'CHANUTE', 'COFFEYVILLE', 'COUNCIL GROVE', 'DODGE CITY',
             'EMPORIA', 'FORT SCOTT', 'GARDEN CITY', 'GREAT BEND', 'HAYS', 'HUTCHINSON', 'INDEPENDENCE',
             'JUNCTION CITY', 'KANSAS CITY', 'LAWRENCE', 'LEAVENWORTH', 'LIBERAL', 'MANHATTAN', 'MCPHERSON',
             'MEDICINE LODGE', 'NEWTON', 'OLATHE', 'OSAWATOMIE', 'OTTAWA', 'OVERLAND PARK', 'PITTSBURG', 'SALINA',
             'SHAWNEE', 'SMITH CENTER', 'TOPEKA', 'WICHITA', 'KENTUCKY', 'ASHLAND', 'BARBOURVILLE',
             'BARDSTOWN', 'BEREA', 'BOONESBOROUGH', 'BOWLING GREEN', 'CAMPBELLSVILLE', 'COVINGTON', 'DANVILLE',
             'ELIZABETHTOWN', 'FRANKFORT', 'HARLAN', 'HARRODSBURG', 'HAZARD', 'HENDERSON', 'HODGENVILLE',
             'HOPKINSVILLE', 'LEXINGTON', 'LOUISVILLE', 'MAYFIELD', 'MAYSVILLE', 'MIDDLESBORO', 'NEWPORT',
             'OWENSBORO', 'PADUCAH', 'PARIS', 'RICHMOND', 'LOUISIANA', 'ABBEVILLE', 'ALEXANDRIA', 'BASTROP',
             'BATON ROUGE', 'BOGALUSA', 'BOSSIER CITY', 'GRETNA', 'HOUMA', 'LAFAYETTE', 'LAKE CHARLES', 'MONROE',
             'MORGAN CITY', 'NATCHITOCHES', 'NEW IBERIA', 'NEW ORLEANS', 'OPELOUSAS', 'RUSTON', 'SAINT MARTINVILLE',
             'SHREVEPORT', 'THIBODAUX', 'MAINE', 'AUBURN', 'AUGUSTA', 'BANGOR', '<NAME>', 'BATH',
             'BELFAST', 'BIDDEFORD', 'BOOTHBAY HARBOR', 'BRUNSWICK', 'CALAIS', 'CARIBOU', 'CASTINE', 'EASTPORT',
             'ELLSWORTH', 'FARMINGTON', 'FORT KENT', 'GARDINER', 'HOULTON', 'KENNEBUNKPORT', 'KITTERY', 'LEWISTON',
             'LUBEC', 'MACHIAS', 'ORONO', 'PORTLAND', 'PRESQUE ISLE', 'ROCKLAND', 'RUMFORD', 'SACO', 'SCARBOROUGH',
             'WATERVILLE', 'YORK', 'MARYLAND', 'ABERDEEN', 'ANNAPOLIS', 'BALTIMORE', 'BETHESDA-CHEVY CHASE',
             'BOWIE', 'CAMBRIDGE', 'CATONSVILLE', 'COLLEGE PARK', 'COLUMBIA', 'CUMBERLAND', 'EASTON', 'ELKTON',
             'EMMITSBURG', 'FREDERICK', 'GREENBELT', 'HAGERSTOWN', 'HYATTSVILLE', 'LAUREL', 'OAKLAND', 'OCEAN CITY',
             'ROCKVILLE', 'SAINT MARYS CITY', 'SALISBURY', 'SILVER SPRING', 'TAKOMA PARK', 'TOWSON', 'WESTMINSTER',
             'MASSACHUSETTS', 'ABINGTON', 'ADAMS', 'AMESBURY', 'AMHERST', 'ANDOVER', 'ARLINGTON', 'ATHOL',
             'ATTLEBORO', 'BARNSTABLE', 'BEDFORD', 'BEVERLY', 'BOSTON', 'BOURNE', 'BRAINTREE', 'BROCKTON',
             'BROOKLINE', 'CAMBRIDGE', 'CANTON', 'CHARLESTOWN', 'CHELMSFORD', 'CHELSEA', 'CHICOPEE', 'CLINTON',
             'COHASSET', 'CONCORD', 'DANVERS', 'DARTMOUTH', 'DEDHAM', 'DENNIS', 'DUXBURY', 'EASTHAM', 'EDGARTOWN',
             'EVERETT', 'FAIRHAVEN', 'FALL RIVER', 'FALMOUTH', 'FITCHBURG', 'FRAMINGHAM', 'GLOUCESTER',
             'GREAT BARRINGTON', 'GREENFIELD', 'GROTON', 'HARWICH', 'HAVERHILL', 'HINGHAM', 'HOLYOKE', 'HYANNIS',
             'IPSWICH', 'LAWRENCE', 'LENOX', 'LEOMINSTER', 'LEXINGTON', 'LOWELL', 'LUDLOW', 'LYNN', 'MALDEN',
             'MARBLEHEAD', 'MARLBOROUGH', 'MEDFORD', 'MILTON', 'NAHANT', 'NATICK', 'NEW BEDFORD', 'NEWBURYPORT',
             'NEWTON', 'NORTH ADAMS', 'NORTHAMPTON', 'NORTON', 'NORWOOD', 'PEABODY', 'PITTSFIELD', 'PLYMOUTH',
             'PROVINCETOWN', 'QUINCY', 'RANDOLPH', 'REVERE', 'SALEM', 'SANDWICH', 'SAUGUS', 'SOMERVILLE',
             'SOUTH HADLEY', 'SPRINGFIELD', 'STOCKBRIDGE', 'STOUGHTON', 'STURBRIDGE', 'SUDBURY', 'TAUNTON',
             'TEWKSBURY', 'TRURO', 'WATERTOWN', 'WEBSTER', 'WELLESLEY', 'WELLFLEET', 'WEST BRIDGEWATER',
             'WEST SPRINGFIELD', 'WESTFIELD', 'WEYMOUTH', 'WHITMAN', 'WILLIAMSTOWN', 'WOBURN', 'WOODS HOLE',
             'WORCESTER', 'MICHIGAN', 'ADRIAN', 'ALMA', 'ANN ARBOR', 'BATTLE CREEK', 'BAY CITY',
             'BENTON HARBOR', 'BLOOMFIELD HILLS', 'CADILLAC', 'CHARLEVOIX', 'CHEBOYGAN', 'DEARBORN', 'DETROIT',
             'EAST LANSING', 'EASTPOINTE', 'ECORSE', 'ESCANABA', 'FLINT', 'GRAND HAVEN', 'GRAND RAPIDS', 'GRAYLING',
             'GROSSE POINTE', 'HANCOCK', 'HIGHLAND PARK', 'HOLLAND', 'HOUGHTON', 'INTERLOCHEN', 'IRON MOUNTAIN',
             'IRONWOOD', 'ISHPEMING', 'JACKSON', 'KALAMAZOO', 'LANSING', 'LIVONIA', 'LUDINGTON', 'MACKINAW CITY',
             'MANISTEE', 'MARQUETTE', 'MENOMINEE', 'MIDLAND', 'MONROE', 'MOUNT CLEMENS', 'MOUNT PLEASANT',
             'MUSKEGON', 'NILES', 'PETOSKEY', 'PONTIAC', 'PORT HURON', 'ROYAL OAK', 'SAGINAW', 'SAINT IGNACE',
             'SAINT JOSEPH', 'SAULT SAINTE MARIE', 'TRAVERSE CITY', 'TRENTON', 'WARREN', 'WYANDOTTE', 'YPSILANTI',
             'MINNESOTA', 'ALBERT LEA', 'ALEXANDRIA', 'AUSTIN', 'BEMIDJI', 'BLOOMINGTON', 'BRAINERD',
             'CROOKSTON', 'DULUTH', 'ELY', 'EVELETH', 'FARIBAULT', 'FERGUS FALLS', 'HASTINGS', 'HIBBING',
             'INTERNATIONAL FALLS', 'LITTLE FALLS', 'MANKATO', 'MINNEAPOLIS', 'MOORHEAD', 'NEW ULM', 'NORTHFIELD',
             'OWATONNA', 'PIPESTONE', 'RED WING', 'ROCHESTER', 'SAINT CLOUD', 'SAINT PAUL', 'SAUK CENTRE',
             'SOUTH SAINT PAUL', 'STILLWATER', 'VIRGINIA', 'WILLMAR', 'WINONA', 'MISSISSIPPI',
             'BAY SAINT LOUIS', 'BILOXI', 'CANTON', 'CLARKSDALE', 'COLUMBIA', 'COLUMBUS', 'CORINTH', 'GREENVILLE',
             'GREENWOOD', 'GRENADA', 'GULFPORT', 'HATTIESBURG', 'HOLLY SPRINGS', 'JACKSON', 'LAUREL', 'MERIDIAN',
             'NATCHEZ', 'OCEAN SPRINGS', 'OXFORD', 'PASCAGOULA', 'PASS CHRISTIAN', 'PHILADELPHIA', 'PORT GIBSON',
             'STARKVILLE', 'TUPELO', 'VICKSBURG', 'WEST POINT', 'YAZOO CITY', 'MISSOURI', 'BOONVILLE',
             'BRANSON', '<NAME>', 'CARTHAGE', 'CHILLICOTHE', 'CLAYTON', 'COLUMBIA', 'EXCELSIOR SPRINGS',
             'FERGUSON', 'FLORISSANT', 'FULTON', 'HANNIBAL', 'INDEPENDENCE', 'JEFFERSON CITY', 'JOPLIN',
             'KANSAS CITY', 'KIRKSVILLE', 'LAMAR', 'LEBANON', 'LEXINGTON', 'MARYVILLE', 'MEXICO', 'MONETT', 'NEOSHO',
             'NEW MADRID', 'ROLLA', 'SA<NAME>', 'SAINT JOSEPH', 'SAINT LOUIS', 'SAINTE GENEVIEVE', 'SALEM',
             'SEDALIA', 'SPRINGFIELD', 'WARRENSBURG', 'WEST PLAINS', 'MONTANA', 'ANACONDA', 'BILLINGS',
             'BOZEMAN', 'BUTTE', 'DILLON', 'FORT BENTON', 'GLENDIVE', 'GREAT FALLS', 'HAVRE', 'HELENA', 'KALISPELL',
             'LEWISTOWN', 'LIVINGSTON', 'MILES CITY', 'MISSOULA', 'VIRGINIA CITY', 'NEBRASKA', 'BEATRICE',
             'BELLEVUE', 'BOYS TOWN', 'CHADRON', 'COLUMBUS', 'FREMONT', 'GRAND ISLAND', 'HASTINGS', 'KEARNEY',
             'LINCOLN', 'MCCOOK', 'MINDEN', 'NEBRASKA CITY', 'NORFOLK', 'NORTH PLATTE', 'OMAHA', 'PLATTSMOUTH',
             'RED CLOUD', 'SIDNEY', 'NEVADA', 'BOULDER CITY', 'CARSON CITY', 'ELKO', 'ELY', 'FALLON',
             'GENOA', 'GOLDFIELD', 'HENDERSON', 'LAS VEGAS', 'NORTH LAS VEGAS', 'RENO', 'SPARKS', 'VIRGINIA CITY',
             'WINNEMUCCA', 'NEW HAMPSHIRE', 'BERLIN', 'CLAREMONT', 'CONCORD', 'DERRY', 'DOVER', 'DURHAM',
             'EXETER', 'FRANKLIN', 'HANOVER', 'HILLSBOROUGH', 'KEENE', 'LACONIA', 'LEBANON', 'MANCHESTER', 'NASHUA',
             'PETERBOROUGH', 'PLYMOUTH', 'PORTSMOUTH', 'ROCHESTER', 'SALEM', 'SOMERSWORTH', 'NEW JERSEY',
             'ASBURY PARK', 'ATLANTIC CITY', 'BAYONNE', 'BLOOMFIELD', 'BORDENTOWN', 'BOUND BROOK', 'BRIDGETON',
             'BURLINGTON', 'CALDWELL', 'CAMDEN', '<NAME>', 'CLIFTON', 'CRANFORD', 'EAST ORANGE', 'EDISON',
             'ELIZABETH', 'ENGLEWOOD', 'FORT LEE', 'GLASSBORO', 'HACKENSACK', 'HADDONFIELD', 'HOBOKEN', 'IRVINGTON',
             'JERSEY CITY', 'LAKEHURST', 'LAKEWOOD', 'LONG BEACH', 'LONG BRANCH', 'MADISON', 'MENLO PARK',
             'MILLBURN', 'MILLVILLE', 'MONTCLAIR', 'MORRISTOWN', 'MOUNT HOLLY', 'NEW BRUNSWICK', 'NEW MILFORD',
             'NEWARK', 'OCEAN CITY', 'ORANGE', 'PARSIPPANY–TROY HILLS', 'PASSAIC', 'PATERSON', '<NAME>',
             'PLAINFIELD', 'PRINCETON', 'RIDGEWOOD', 'ROSELLE', 'RUTHERFORD', 'SALEM', 'SOMERVILLE',
             'SOUTH ORANGE VILLAGE', 'TOTOWA', 'TRENTON', 'UNION', 'UNION CITY', 'VINELAND', 'WAYNE', 'WEEHAWKEN',
             'WEST NEW YORK', 'WEST ORANGE', 'WILLINGBORO', 'WOODBRIDGE', 'NEW MEXICO', 'ACOMA',
             'ALAMOGORDO', 'ALBUQUERQUE', 'ARTESIA', 'BELEN', 'CARLSBAD', 'CLOVIS', 'DEMING', 'FARMINGTON', 'GALLUP',
             'GRANTS', 'HOBBS', 'LAS CRUCES', 'LAS VEGAS', 'LOS ALAMOS', 'LOVINGTON', 'PORTALES', 'RATON', 'ROSWELL',
             'SANTA FE', 'SHIPROCK', 'SILVER CITY', 'SOCORRO', 'TAOS', 'TRUTH OR CONSEQUENCES', 'TUCUMCARI',
             'NEW YORK', 'ALBANY', 'AMSTERDAM', 'AUBURN', 'BABYLON', 'BATAVIA', 'BEACON', 'BEDFORD',
             'BINGHAMTON', 'BRONX', 'BROOKLYN', 'BUFFALO', 'CHAUTAUQUA', 'CHEEKTOWAGA', 'CLINTON', 'COHOES',
             'CONEY ISLAND', 'COOPERSTOWN', 'CORNING', 'CORTLAND', 'CROWN POINT', 'DUNKIRK', 'EAST AURORA',
             'EAST HAMPTON', 'EASTCHESTER', 'ELMIRA', 'FLUSHING', 'FOREST HILLS', 'FREDONIA', 'GARDEN CITY',
             'GENEVA', 'GLENS FALLS', 'GLOVERSVILLE', 'GREAT NECK', 'HAMMONDSPORT', 'HARLEM', 'HEMPSTEAD',
             'HERKIMER', 'HUDSON', 'HUNTINGTON', 'HY<NAME>', 'ILION', 'ITHACA', 'JAMESTOWN', 'JOHNSTOWN',
             'KINGSTON', 'LACKAWANNA', 'LAKE PLACID', 'LEVITTOWN', 'LOCKPORT', 'MAMARONECK', 'MANHATTAN', 'MASSENA',
             'MIDDLETOWN', 'MINEOLA', 'MOUNT VERNON', 'NEW PALTZ', 'NEW ROCHELLE', 'NEW WINDSOR', 'NEW YORK CITY',
             'NEWBURGH', 'NIAGARA FALLS', 'NORTH HEMPSTEAD', 'NYACK', 'OGDENSBURG', 'OLEAN', 'ONEIDA', 'ONEONTA',
             'OSSINING', 'OSWEGO', 'OYSTER BAY', 'PALMYRA', 'PEEKSKILL', 'PLATTSBURGH', 'PORT WASHINGTON', 'POTSDAM',
             'POUGHKEEPSIE', 'QUEENS', 'RENSSELAER', 'ROCHESTER', 'ROME', 'ROTTERDAM', 'RYE', 'SAG HARBOR',
             'SARANAC LAKE', 'SARATOGA SPRINGS', 'SCARSDALE', 'SCHENECTADY', 'SENECA FALLS', 'SOUTHAMPTON',
             'STATEN ISLAND', 'STONY BROOK', 'STONY POINT', 'SYRACUSE', 'TARRYTOWN', 'TICONDEROGA', 'TONAWANDA',
             'TROY', 'UTICA', 'WATERTOWN', 'WATERVLIET', 'WATKINS GLEN', 'WEST SENECA', 'WHITE PLAINS', 'WOODSTOCK',
             'YONKERS', 'NORTH CAROLINA', 'ASHEBORO', 'ASHEVILLE', 'BATH', 'BEAUFORT', 'BOONE', 'BURLINGTON',
             'CHAPEL HILL', 'CHARLOTTE', 'CONCORD', 'DURHAM', 'EDENTON', 'ELIZABETH CITY', 'FAYETTEVILLE',
             'GASTONIA', 'GOLDSBORO', 'GREENSBORO', 'GREENVILLE', 'HALIFAX', 'HENDERSON', 'HICKORY', 'HIGH POINT',
             'HILLSBOROUGH', 'JACKSONVILLE', 'KINSTON', '<NAME>', 'LUMBERTON', 'MOREHEAD CITY', 'MORGANTON',
             'NAGS HEAD', 'NEW BERN', 'PINEHURST', 'RALEIGH', 'ROCKY MOUNT', 'SALISBURY', 'SHELBY', 'WASHINGTON',
             'WILMINGTON', 'WILSON', 'WINSTON-SALEM', 'NORTH DAKOTA', 'BISMARCK', 'DEVILS LAKE', 'DICKINSON',
             'FARGO', 'GRAND FORKS', 'JAMESTOWN', 'MANDAN', 'MINOT', 'RUGBY', 'VALLEY CITY', 'WAHPETON', 'WILLISTON',
             'OHIO', 'AKRON', 'ALLIANCE', 'ASHTABULA', 'ATHENS', 'BARBERTON', 'BEDFORD', 'BELLEFONTAINE',
             'BOWLING GREEN', 'CANTON', 'CHILLICOTHE', 'CINCINNATI', 'CLEVELAND', 'CLEVELAND HEIGHTS', 'COLUMBUS',
             'CONNEAUT', 'CUYAHOGA FALLS', 'DAYTON', 'DEFIANCE', 'DELAWARE', 'EAST CLEVELAND', 'EAST LIVERPOOL',
             'ELYRIA', 'EUCLID', 'FINDLAY', 'GALLIPOLIS', 'GREENVILLE', 'HAMILTON', 'KENT', 'KETTERING', 'LAKEWOOD',
             'LANCASTER', 'LIMA', 'LORAIN', 'MANSFIELD', 'MARIETTA', 'MARION', 'MARTINS FERRY', 'MASSILLON',
             'MENTOR', 'MIDDLETOWN', 'MILAN', 'MOUNT VERNON', 'NEW PHILADELPHIA', 'NEWARK', 'NILES',
             'NORTH COLLEGE HILL', 'NORWALK', 'OBERLIN', 'PAINESVILLE', 'PARMA', 'PIQUA', 'PORTSMOUTH', 'PUT-IN-BAY',
             'SALEM', 'SANDUSKY', 'SHAKER HEIGHTS', 'SPRINGFIELD', 'STEUBENVILLE', 'TIFFIN', 'TOLEDO', 'URBANA',
             'WARREN', 'WOOSTER', 'WORTHINGTON', 'XENIA', 'YELLOW SPRINGS', 'YOUNGSTOWN', 'ZANESVILLE',
             'OKLAHOMA', 'ADA', 'ALTUS', 'ALVA', 'ANADARKO', 'ARDMORE', 'BARTLESVILLE', 'BETHANY', 'CHICKASHA',
             'CLAREMORE', 'CLINTON', 'CUSHING', 'DUNCAN', 'DURANT', 'EDMOND', 'EL RENO', 'ELK CITY', 'ENID',
             'EUFAULA', 'FREDERICK', 'GUTHRIE', 'GUYMON', 'HOBART', 'HOLDENVILLE', 'HUGO', 'LAWTON', 'MCALESTER',
             'MIAMI', 'MIDWEST CITY', 'MOORE', 'MUSKOGEE', 'NORMAN', 'OKLAHOMA CITY', 'OKMULGEE', 'PAULS VALLEY',
             'PAWHUSKA', 'PERRY', 'PONCA CITY', 'PRYOR', 'SALLISAW', 'SAND SPRINGS', 'SAPULPA', 'SEMINOLE',
             'SHAWNEE', 'STILLWATER', 'TAHLEQUAH', 'THE VILLAGE', 'TULSA', 'VINITA', 'WEWOKA', 'WOODWARD',
             'OREGON', 'ALBANY', 'ASHLAND', 'ASTORIA', 'BAKER CITY', 'BEAVERTON', 'BEND', 'BROOKINGS', 'BURNS',
             'COOS BAY', 'CORVALLIS', 'EUGENE', 'GRANTS PASS', 'HILLSBORO', 'HOOD RIVER', 'JACKSONVILLE', '<NAME>',
             '<NAME>', 'LA GRANDE', '<NAME>', 'LAKEVIEW', 'MCMINNVILLE', 'MEDFORD', 'NEWBERG', 'NEWPORT',
             'ONTARIO', 'OREGON CITY', 'PENDLETON', 'PORT ORFORD', 'PORTLAND', 'PRINEVILLE', 'REDMOND', 'REEDSPORT',
             'ROSEBURG', 'SALEM', 'SEASIDE', 'SPRINGFIELD', 'THE DALLES', 'TILLAMOOK', 'PENNSYLVANIA',
             'ABINGTON', 'ALIQUIPPA', 'ALLENTOWN', 'ALTOONA', 'AMBRIDGE', 'BEDFORD', 'BETHLEHEM', 'BLOOMSBURG',
             'BRADFORD', 'BRISTOL', 'CARBONDALE', 'CARLISLE', 'CHAMBERSBURG', 'CHESTER', 'COLUMBIA', 'EASTON',
             'ERIE', 'FRANKLIN', 'GERMANTOWN', 'GETTYSBURG', 'GREENSBURG', 'HANOVER', 'HARMONY', 'HARRISBURG',
             'HAZLETON', 'HERSHEY', 'HOMESTEAD', 'HONESDALE', 'INDIANA', 'JEANNETTE', '<NAME>', 'JOHNSTOWN',
             'LANCASTER', 'LEBANON', 'LEVITTOWN', 'LEWISTOWN', 'LOCK HAVEN', 'LOWER SOUTHAMPTON', 'MCKEESPORT',
             'MEADVILLE', 'MIDDLETOWN', 'MONROEVILLE', 'NANTICOKE', 'NEW CASTLE', 'NEW HOPE', 'NEW KENSINGTON',
             'NORRISTOWN', 'OIL CITY', 'PHILADELPHIA', 'PHOENIXVILLE', 'PITTSBURGH', 'POTTSTOWN', 'POTTSVILLE',
             'READING', 'SCRANTON', 'SHAMOKIN', 'SHARON', 'STATE COLLEGE', 'STROUDSBURG', 'SUNBURY', 'SWARTHMORE',
             'TAMAQUA', 'TITUSVILLE', 'UNIONTOWN', 'WARREN', 'WASHINGTON', 'WEST CHESTER', 'WILKES-BARRE',
             'WILLIAMSPORT', 'YORK', 'RHODE ISLAND', 'BARRINGTON', 'BRISTOL', 'CENTRAL FALLS', 'CRANSTON',
             'EAST GREENWICH', 'EAST PROVIDENCE', 'KINGSTON', 'MIDDLETOWN', 'NARRAGANSETT', 'NEWPORT',
             'NORTH KINGSTOWN', 'PAWTUCKET', 'PORTSMOUTH', 'PROVIDENCE', 'SOUTH KINGSTOWN', 'TIVERTON', 'WARREN',
             'WARWICK', 'WESTERLY', 'WICKFORD', 'WOONSOCKET', 'SOUTH CAROLINA', 'ABBEVILLE', 'AIKEN',
             'ANDERSON', 'BEAUFORT', 'CAMDEN', 'CHARLESTON', 'COLUMBIA', 'DARLINGTON', 'FLORENCE', 'GAFFNEY',
             'GEORGETOWN', 'GREENVILLE', 'GREENWOOD', 'HARTSVILLE', 'LANCASTER', 'MOUNT PLEASANT', 'MYRTLE BEACH',
             'ORANGEBURG', 'ROCK HILL', 'SPARTANBURG', 'SUMTER', 'UNION', 'SOUTH DAKOTA', 'ABERDEEN',
             'BELLE FOURCHE', 'BROOKINGS', 'CANTON', 'CUSTER', 'DE SMET', 'DEADWOOD', 'HOT SPRINGS', 'HURON', 'LEAD',
             'MADISON', 'MILBANK', 'MITCHELL', 'MOBRIDGE', 'PIERRE', 'RAPID CITY', 'SIOUX FALLS', 'SPEARFISH',
             'STURGIS', 'VERMILLION', 'WATERTOWN', 'YANKTON', 'TENNESSEE', 'ALCOA', 'ATHENS', 'CHATTANOOGA',
             'CLARKSVILLE', 'CLEVELAND', 'COLUMBIA', 'COOKEVILLE', 'DAYTON', 'ELIZABETHTON', 'FRANKLIN', 'GALLATIN',
             'GATLINBURG', 'GREENEVILLE', 'JACKSON', 'JOHNSON CITY', 'JONESBOROUGH', 'KINGSPORT', 'KNOXVILLE',
             'LEBANON', 'MARYVILLE', 'MEMPHIS', 'MORRISTOWN', 'MURFREESBORO', 'NASHVILLE', 'NORRIS', 'OAK RIDGE',
             'SHELBYVILLE', 'TULLAHOMA', 'TEXAS', 'ABILENE', 'ALPINE', 'AMARILLO', 'ARLINGTON', 'AUSTIN',
             'BAYTOWN', 'BEAUMONT', 'BIG SPRING', 'BORGER', 'BROWNSVILLE', 'BRYAN', 'CANYON', 'CLEBURNE',
             'COLLEGE STATION', 'CORPUS CHRISTI', 'CRYSTAL CITY', 'DALLAS', 'DEL RIO', 'DENISON', 'DENTON',
             '<NAME>', 'EDINBURG', '<NAME>', 'FORT WORTH', 'FREEPORT', 'GALVESTON', 'GARLAND', 'GOLIAD',
             'GREENVILLE', 'HARLINGEN', 'HOUSTON', 'HUNTSVILLE', 'IRVING', 'JOHNSON CITY', 'KILGORE', 'KILLEEN',
             'KINGSVILLE', 'LAREDO', 'LONGVIEW', 'LUBBOCK', 'LUFKIN', 'MARSHALL', 'MCALLEN', 'MCKINNEY', 'MESQUITE',
             'MIDLAND', 'MISSION', 'NACOGDOCHES', 'NEW BRAUNFELS', 'ODESSA', 'ORANGE', 'PAMPA', 'PARIS', 'PASADENA',
             'PECOS', 'PHARR', 'PLAINVIEW', 'PLANO', 'PORT ARTHUR', 'PORT LAVACA', 'RICHARDSON', 'SAN ANGELO',
             'SAN ANTONIO', 'SAN FELIPE', 'SAN MARCOS', 'SHERMAN', 'SWEETWATER', 'TEMPLE', 'TEXARKANA', 'TEXAS CITY',
             'TYLER', 'UVALDE', 'VICTORIA', 'WACO', 'WEATHERFORD', 'WICHITA FALLS', 'YSLETA', 'UTAH', 'ALTA',
             'AMERICAN FORK', 'BOUNTIFUL', 'BRIGHAM CITY', 'CEDAR CITY', 'CLEARFIELD', 'DELTA', 'FILLMORE',
             'GREEN RIVER', 'HEBER CITY', 'KANAB', 'LAYTON', 'LEHI', 'LOGAN', 'MANTI', 'MOAB', 'MONTICELLO',
             'MURRAY', 'NEPHI', 'OGDEN', 'ORDERVILLE', 'OREM', 'PANGUITCH', 'PARK CITY', 'PAYSON', 'PRICE', 'PROVO',
             'SAINT GEORGE', 'SALT LAKE CITY', 'SPANISH FORK', 'SPRINGVILLE', 'TOOELE', 'VERNAL', 'VERMONT',
             'BARRE', '<NAME>', 'BENNINGTON', 'BRATTLEBORO', 'BURLINGTON', 'ESSEX', 'MANCHESTER',
             'MIDDLEBURY', 'MONTPELIER', 'NEWPORT', 'PLYMOUTH', 'RUTLAND', 'SAINT ALBANS', 'SAINT JOHNSBURY',
             'SHARON', 'WINOOSKI', 'VIRGINIA', 'ABINGDON', 'ALEXANDRIA', 'BRISTOL', 'CHARLOTTESVILLE',
             'CHESAPEAKE', 'DANVILLE', 'FAIRFAX', 'FALLS CHURCH', 'FREDERICKSBURG', 'HAMPTON', 'HANOVER', 'HOPEWELL',
             'LEXINGTON', 'LYNCHBURG', 'MANASSAS', 'MARTINSVILLE', 'NEW MARKET', 'NEWPORT NEWS', 'NORFOLK',
             'PETERSBURG', 'PORTSMOUTH', 'RESTON', 'RICHMOND', 'ROANOKE', 'STAUNTON', 'SUFFOLK', 'VIRGINIA BEACH',
             'WAYNESBORO', 'WILLIAMSBURG', 'WINCHESTER', 'WASHINGTON', 'ABERDEEN', 'ANACORTES', 'AUBURN',
             'BELLEVUE', 'BELLINGHAM', 'BREMERTON', 'CENTRALIA', '<NAME>', 'COUPEVILLE', 'ELLENSBURG', 'EPHRATA',
             'EVERETT', 'HOQUIAM', 'KELSO', 'KENNEWICK', 'LONGVIEW', '<NAME>', '<NAME>', 'OLYMPIA', 'PASCO',
             'POINT ROBERTS', 'PORT ANGELES', 'PULLMAN', 'PUYALLUP', 'REDMOND', 'RENTON', 'RICHLAND', 'SEATTLE',
             'SPOKANE', 'TACOMA', 'VANCOUVER', '<NAME>', 'WENATCHEE', 'YAKIMA', 'WEST VIRGINIA', 'BATH',
             'BECKLEY', 'BLUEFIELD', 'BUCKHANNON', 'CHAR<NAME>', 'CHARLESTON', 'CLARKSBURG', 'ELKINS', 'FAIRMONT',
             'GRAFTON', '<NAME>', 'HILLSBORO', 'HINTON', 'HUNTINGTON', 'KEYSER', 'LEWISBURG', 'LOGAN',
             'MARTINSBURG', 'MORGANTOWN', 'MOUNDSVILLE', 'NEW MARTINSVILLE', 'PARKERSBURG', 'PHILIPPI',
             'POINT PLEASANT', 'PRINCETON', 'ROMNEY', 'SHEPHERDSTOWN', 'SOUTH CHARLESTON', 'SUMMERSVILLE', 'WEIRTON',
             'WELCH', 'WELLSBURG', 'WESTON', 'WHEELING', 'WHITE SULPHUR SPRINGS', 'WILLIAMSON', 'WISCONSIN',
             'APPLETON', 'ASHLAND', 'BARABOO', 'BELMONT', 'BELOIT', 'EAU CLAIRE', 'FOND DU LAC', 'GREEN BAY',
             'HAYWARD', 'JANESVILLE', 'KENOSHA', 'LA CROSSE', 'LA<NAME>', 'MADISON', 'MANITOWOC', 'MARINETTE',
             'MENASHA', 'MILWAUKEE', 'NEENAH', 'NEW GLARUS', 'OCONTO', 'OSHKOSH', 'PESHTIGO', 'PORTAGE',
             'PRAIRIE DU CHIEN', 'RACINE', 'RHINELANDER', 'RIPON', 'SHEBOYGAN', 'SPRING GREEN', 'STEVENS POINT',
             '<NAME>', 'SUPERIOR', 'WAUKESHA', 'WAUSAU', 'WAUWATOSA', 'WEST ALLIS', 'WEST BEND',
             '<NAME>', 'BUFFALO', 'CASPER', 'CHEYENNE', 'CODY', 'DOUGLAS', 'EVANSTON', 'GILLETTE',
             'GREEN RIVER', 'JACKSON', 'LANDER', 'LARAMIE', 'NEWCASTLE', 'POWELL', 'RAWLINS', 'RIVERTON',
             'ROCK SPRINGS', 'SHERIDAN', 'TEN SLEEP', 'THERMOPOLIS', 'TORRINGTON', 'WORLAND']
CITY_DICT = set(CITY_LIST)

WEBSITE_KEY_WORDS = ['GOV', 'NYC', 'NY', 'US', 'EDU', 'ORG', 'COM', 'WWW', 'HTTP', 'NET']

LOCATION_TYPE_LIST = set(['ABANDONED BUILDING', 'AIRPORT TERMINAL', 'BANK', 'CHURCH', 'CLOTHING', 'BOUTIQUE',
                          'RESIDENCE-HOUSE', 'COMMERCIAL BUILDING', 'PRIVATE/PAROCHIAL SCHOOL', 'GAS STATION',
                          'ABANDONED BUILDING', 'RESTAURANT/DINER', 'BUS (NYC TRANSIT)', 'OTHER', 'STORAGE FACILITY',
                          'GYM/FITNESS FACILITY', 'PARKING LOT/GARAGE (PRIVATE)', 'TRANSIT - NYC SUBWAY',
                          'TAXI (LIVERY LICENSED)', 'CEMETERY', 'STORE UNCLASSIFIED', 'BEAUTY & NAIL SALON',
                          'TAXI (YELLOW LICENSED)', 'GROCERY/BODEGA', 'MARINA/PIER', 'PARK/PLAYGROUND', 'VARIETY STORE',
                          'ATM', 'FACTORY/WAREHOUSE', 'CANDY STORE', 'SMALL MERCHANT', 'CHAIN STORE', 'BUS STOP',
                          'PARKING LOT/GARAGE (PUBLIC)', 'BRIDGE', 'MOSQUE', 'HIGHWAY/PARKWAY', 'SYNAGOGUE',
                          'CHECK CASHING BUSINESS', 'TELECOMM. STORE', 'RESIDENCE - APT. HOUSE', 'PUBLIC SCHOOL',
                          'BANK',
                          'BAR/NIGHT CLUB', 'DEPARTMENT STORE', 'DOCTOR/DENTIST OFFICE', 'PHOTO/COPY',
                          'FERRY/FERRY TERMINAL', 'STREET', 'TRANSIT FACILITY (OTHER)', 'DRY CLEANER/LAUNDRY',
                          'OPEN AREAS (OPEN LOTS)', 'OTHER HOUSE OF WORSHIP'])

regex_zip = re.compile(r"^[0-9]{5}(?:-[0-9]{4})?$")

regex_phone_number = re.compile(
    r"^(?:\+?1[-. ]?)?\(?([0-9]{3})\)?[-. ]?([0-9]{3})[-. ]?([0-9]{4})$")


# Regular expression
def valid_zip_code(value):
    return regex_zip.search(value) is not None


def valid_phone_number(value):
    return regex_phone_number.search(value) is not None


def valid_latitude(value):
    return abs(float(value)) < 90


def valid_longitude(value):
    return abs(float(value)) < 90


def valid_lat_lon_cord(value):
    try:
        lat, lng = value[1:-2].split(',')
        return valid_latitude(lat.strip()) and valid_longitude(lng.strip())
    except:
        pass

    return False


# Key words
def valid_by_key_words(key, pattern_list):
    for pattern in pattern_list:
        if pattern in key:
            return True
    return False


def valid_website(value):
    return valid_by_key_words(value, WEBSITE_KEY_WORDS)


def valid_school_name(key):
    return valid_by_key_words(key, SCHOOL_KEY_WORDS)


def valid_address(key):
    return valid_by_key_words(key, ADDRESS_KEY_WORDS)


def valid_street_name(key):
    return valid_by_key_words(key, ADDRESS_KEY_WORDS)


def valid_college_name(key):
    return valid_by_key_words(key, UNIVERSITY_KEY_WORDS)


def valid_building_classification(value):
    return valid_by_key_words(value, BUILDING_CLASSIFICATION_KEY_WORDS)


def valid_park_playground(value):
    return valid_by_key_words(value, PARK_KEY_WORDS)


def valid_car_make(key):
    return valid_by_key_words(key, CAR_MAKE_KEY_WORDS)


# Dictionary
def valid_borough(key):
    return key in BOROUGHS_DICT


def valid_color(key):
    return key in COLOR_DICT


def valid_city_agency(key):
    return key in NYC_AGENCY_DICT


def valid_business_name(key):
    return key in BUSINESS_DICT


def valid_city(key):
    return key in CITY_DICT


def valid_subject_in_school(key):
    return key in SUBJECT_DICT


def valid_area_of_study(key):
    return key in AREA_OF_STUDY_DICT


def valid_school_level(key):
    return key in SCHOOL_LEVEL_DICT


def valid_neighborhood(key):
    return key in NEIGHBORHOOD_DICT


def valid_vehicle_type(key):
    return key in VEHICLE_DICT


def valid_location_type(key):
    return key in LOCATION_TYPE_LIST


def valid_dba(column_name):
    return True if "dba" in column_name else False


def valid_middle_initial(column_name):
    return True if "mi" in column_name or "middleinitial" in column_name else False


def process_column_name(column_name):
    return column_name[10:].strip().replace('_', '').lower()


def column_name_to_label(column_name):
    return column_name[10:].strip().lower()


semantic_type_validator = {
    "zip_code": valid_zip_code,
    "phone_number": valid_phone_number,
    "lat_lon_cord": valid_lat_lon_cord,
    "website": valid_website,
    "borough": valid_borough,
    "school_name": valid_school_name,
    "address": valid_address,
    "street_name": valid_street_name,
    "college_name": valid_college_name,
    "building_classification": valid_building_classification,
    "park_playground": valid_park_playground,
    "color": valid_color,
    "car_make": valid_car_make,
    "city_agency": valid_city_agency,
    "business_name": valid_business_name,
    "city": valid_city,
    "subject_in_school": valid_subject_in_school,
    "area_of_study": valid_area_of_study,
    "school_level": valid_school_level,
    "neighborhood": valid_neighborhood,
    "vehicle_type": valid_vehicle_type,
    "location_type": valid_location_type,
}

other_label_checker = {
    "person_name": valid_middle_initial,
    "business_name": valid_dba,
}


def is_phone_number(column_name):
    return True if 'phone' in column_name else False


def is_zip_code(column_name):
    return True if 'zip' in column_name else False


def is_person_name(column_name):
    return True if (('first' in column_name or 'last' in column_name) and (
            'name' in column_name)) or ('mi' in column_name or 'middleinitial' in column_name) else False


def is_address(column_name):
    return True if 'street' in column_name or 'address' in column_name or 'landmark' in column_name else False


def is_neighborhood(column_name):
    return True if 'neighborhood' in column_name else False


def is_subject_in_school(column_name):
    return True if 'subject' in column_name or 'course' in column_name else False


def is_city(column_name):
    return True if 'city' in column_name else False


def is_website(column_name):
    return True if 'website' in column_name else False


def is_street_name(column_name):
    return True if 'street' in column_name or 'address' in column_name or 'landmark' in column_name else False


def is_borough(column_name):
    return True if 'borough' in column_name or 'boro' in column_name else False


def is_park_playground(column_name):
    return True if 'park' in column_name else False


def is_lat_lon_cord(column_name):
    return True if 'location' in column_name else False


def is_color(column_name):
    return True if 'color' in column_name else False


def is_business_name(column_name):
    return True if 'businessname' in column_name or 'dba' in column_name else False


def is_school_level(column_name):
    return True if 'schoollevel' in column_name else False


def is_school_name(column_name):
    return True if 'schoolname' in column_name or 'school' in column_name else False


def is_car_make(column_name):
    return True if 'make' in column_name else False


def is_building_classification(column_name):
    return True if 'buildingclassification' in column_name else False


def is_city_agency(column_name):
    return True if 'agency' in column_name else False


def is_area_of_study(column_name):
    return True if 'interest' in column_name else False


def is_vehicle_type(column_name):
    return True if 'vehicle' in column_name and ('type' in column_name or 'model' in column_name) else False


def is_location_type(column_name):
    return True if 'premtypdesc' in column_name else False


semantic_type_checker = {
    "zip_code": is_zip_code,
    "phone_number": is_phone_number,
    "lat_lon_cord": is_lat_lon_cord,
    "website": is_website,
    "borough": is_borough,
    "school_name": is_school_name,
    "address": is_address,
    "street_name": is_street_name,
    "building_classification": is_building_classification,
    "park_playground": is_park_playground,
    "color": is_color,
    "car_make": is_car_make,
    "city_agency": is_city_agency,
    "business_name": is_business_name,
    "city": is_city,
    "subject_in_school": is_subject_in_school,
    "area_of_study": is_area_of_study,
    "school_level": is_school_level,
    "neighborhood": is_neighborhood,
    "vehicle_type": is_vehicle_type,
    "person_name": is_person_name,
    "location_type": is_location_type,
}

# coding=utf-8

import re

COLOR_LIST = ['ABSOLUTE ZERO', 'ACID GREEN', 'AERO', 'AERO BLUE', 'AFRICAN VIOLET', 'AIR FORCE BLUE',
              'AIR SUPERIORITY BLUE', '<NAME>', 'ALICE BLUE', 'ALIEN ARMPIT', '<NAME>',
              'ALLOY ORANGE', 'ALMOND', 'AMARANTH', 'AMARANTH DEEP PURPLE', 'AMARANTH PINK', 'AMARANTH PURPLE',
              'AMARANTH RED', 'AMAZON', 'AMBER', 'AMERICAN ROSE', 'AMETHYST', 'ANDROID GREEN', 'ANTI-FLASH WHITE',
              'ANTIQUE BRASS', 'ANTIQUE BRONZE', 'ANTIQUE FUCHSIA', 'ANTIQUE RUBY', 'ANTIQUE WHITE', 'AO',
              'APPLE GREEN', 'APRICOT', 'AQUA', 'AQUAMARINE', 'ARCTIC LIME', 'ARMY GREEN', 'ARSENIC', 'ARTICHOKE',
              'ARYLIDE YELLOW', 'ASH GREY', 'ASPARAGUS', 'ATOMIC TANGERINE', 'AUBURN', 'AUREOLIN', 'AUROMETALSAURUS',
              'AVOCADO', 'AZTEC GOLD', 'AZURE', 'AZURE MIST', 'AZUREISH WHITE', 'BABY BLUE', 'BABY BLUE EYES',
              'BABY PINK', 'BABY POWDER', 'BAKER-MILLER PINK', 'BALL BLUE', 'BANANA MANIA', 'BANANA YELLOW',
              'BANGLADESH GREEN', 'BARBIE PINK', 'BARN RED', 'BATTLESHIP GREY', 'BAZAAR', 'BDAZZLED BLUE', 'BEAU BLUE',
              'BEAVER', 'BEIGE', 'BELGION', "BIG DIP O'RUBY", 'BIG FOOT FEET', 'BISQUE', 'BISTRE', 'BISTRE BROWN',
              'BITTER LEMON', 'BITTER LIME', 'BITTERSWEET', 'BITTERSWEET SHIMMER', 'BLACK', 'BLACK BEAN', 'BLACK CORAL',
              'BLACK LEATHER JACKET', 'BLACK OLIVE', 'BLACK SHADOWS', 'BLANCHED ALMOND', 'BLAST-OFF BRONZE',
              'BLEU DE FRANCE', 'BLIZZARD BLUE', 'BLOND', 'BLUE', 'BLUE BELL', 'BLUE JEANS', 'BLUE LAGOON',
              'BLUE SAPPHIRE', 'BLUE YONDER', 'BLUE-GRAY', 'BLUE-GREEN', 'BLUE-MAGENTA VIOLET', 'BLUE-VIOLET',
              'BLUEBERRY', 'BLUEBONNET', 'BLUSH', 'BOLE', 'BONDI BLUE', 'BONE', 'BOOGER BUSTER',
              'BOSTON UNIVERSITY RED', 'BOTTLE GREEN', 'BOYSENBERRY', 'BRANDEIS BLUE', 'BRASS', 'BRICK RED',
              'BRIGHT CERULEAN', 'BRIGHT GREEN', 'BRIGHT LAVENDER', 'BRIGHT LILAC', 'BRIGHT MAROON', 'BRIGHT NAVY BLUE',
              'BRIGHT PINK', 'BRIGHT TURQUOISE', 'BRIGHT UBE', 'BRIGHT YELLOW', 'BRILLIANT AZURE', 'BRILLIANT LAVENDER',
              'BRILLIANT ROSE', 'BRINK PINK', 'BRITISH RACING GREEN', 'BRONZE', 'BRONZE YELLOW', 'BROWN', 'BROWN SUGAR',
              'BROWN YELLOW', 'BROWN-NOSE', 'BRUNSWICK GREEN', 'BUBBLE GUM', 'BUBBLES', 'BUD GREEN', 'BUFF',
              'BULGARIAN ROSE', 'BURGUNDY', 'BURLYWOOD', 'BURNISHED BROWN', 'BURNT ORANGE', 'BURNT SIENNA',
              'BURNT UMBER', 'BYZANTINE', 'BYZANTIUM', 'CG BLUE', 'CG RED', 'CADET', 'CADET BLUE', 'CADET GREY',
              'CADMIUM GREEN', 'CADMIUM ORANGE', 'CADMIUM RED', 'CADMIUM YELLOW', 'CAFÉ AU LAIT', 'CAFÉ NOIR',
              'CAL POLY GREEN', 'CAMBRIDGE BLUE', 'CAMEL', 'CAMEO PINK', 'CAMOUFLAGE GREEN', 'CANARY YELLOW',
              'CANDY APPLE RED', 'CANDY PINK', 'CAPRI', 'CAPUT MORTUUM', 'CARDINAL', 'CARIBBEAN GREEN', 'CARMINE',
              'CARMINE PINK', 'CARMINE RED', 'CARNATION PINK', 'CARNELIAN', 'CAROLINA BLUE', 'CARROT ORANGE',
              'CASTLETON GREEN', 'CATALINA BLUE', 'CATAWBA', 'CEDAR CHEST', 'CEIL', 'CELADON', 'CELADON BLUE',
              'CELADON GREEN', 'CELESTE', 'CELESTIAL BLUE', 'CERISE', 'CERISE PINK', 'CERULEAN', 'CERULEAN BLUE',
              'CERULEAN FROST', 'CHAMOISEE', 'CHAMPAGNE', 'CHARCOAL', 'CHARLESTON GREEN', 'CHARM PINK', 'CHARTREUSE',
              'CHERRY', 'CHERRY BLOSSOM PINK', 'CHESTNUT', 'CHINA PINK', 'CHINA ROSE', 'CHINESE RED', 'CHINESE VIOLET',
              'CHLOROPHYLL GREEN', 'CHOCOLATE', 'CHROME YELLOW', 'CINEREOUS', 'CINNABAR', 'CINNAMON SATIN',
              'CINNAMON[CITATION NEEDED]', 'CITRINE', 'CITRON', 'CLARET', 'CLASSIC ROSE', 'COBALT BLUE', 'COCOA BROWN',
              'COCONUT', 'COFFEE', 'COLUMBIA BLUE', 'CONGO PINK', 'COOL BLACK', 'COOL GREY', 'COPPER', 'COPPER PENNY',
              'COPPER RED', 'COPPER ROSE', 'COQUELICOT', 'CORAL', 'CORAL PINK', 'CORAL RED', 'CORDOVAN', 'CORN',
              'CORNELL RED', 'CORNFLOWER BLUE', 'CORNSILK', 'COSMIC COBALT', 'COSMIC LATTE', 'COTTON CANDY',
              'COYOTE BROWN', 'CREAM', 'CRIMSON', 'CRIMSON GLORY', 'CRIMSON RED', 'CULTURED', 'CYAN', 'CYAN AZURE',
              'CYAN COBALT BLUE', 'CYAN CORNFLOWER BLUE', 'CYAN-BLUE AZURE', 'CYBER GRAPE', 'CYBER YELLOW', 'CYCLAMEN',
              'DAFFODIL', 'DANDELION', 'DARK BLUE', 'DARK BLUE-GRAY', 'DARK BROWN', 'DARK BROWN-TANGELO',
              'DARK BYZANTIUM', 'DARK CANDY APPLE RED', 'DARK CERULEAN', 'DARK CHESTNUT', 'DARK CORAL', 'DARK CYAN',
              'DARK ELECTRIC BLUE', 'DARK GOLDENROD', 'DARK GRAY', 'DARK GREEN', 'DARK GUNMETAL', 'DARK IMPERIAL BLUE',
              'DARK JUNGLE GREEN', 'DARK KHAKI', 'DARK LAVA', 'DARK LAVENDER', 'DARK LIVER', 'DARK MAGENTA',
              'DARK MEDIUM GRAY', 'DARK MIDNIGHT BLUE', 'DARK MOSS GREEN', 'DARK OLIVE GREEN', 'DARK ORANGE',
              'DARK ORCHID', 'DARK PASTEL BLUE', 'DARK PASTEL GREEN', 'DARK PASTEL PURPLE', 'DARK PASTEL RED',
              'DARK PINK', 'DARK POWDER BLUE', 'DARK PUCE', 'DARK PURPLE', 'DARK RASPBERRY', 'DARK RED', 'DARK SALMON',
              'DARK SCARLET', 'DARK SEA GREEN', 'DARK SIENNA', 'DARK SKY BLUE', 'DARK SLATE BLUE', 'DARK SLATE GRAY',
              'DARK SPRING GREEN', 'DARK TAN', 'DARK TANGERINE', 'DARK TAUPE', 'DARK TERRA COTTA', 'DARK TURQUOISE',
              'DARK VANILLA', 'DARK VIOLET', 'DARK YELLOW', 'DARTMOUTH GREEN', "DAVY'S GREY", 'DEBIAN RED',
              'DEEP AQUAMARINE', 'DEEP CARMINE', 'DEEP CARMINE PINK', 'DEEP CARROT ORANGE', 'DEEP CERISE',
              'DEEP CHAMPAGNE', 'DEEP CHESTNUT', 'DEEP COFFEE', 'DEEP FUCHSIA', 'DEEP GREEN',
              'DEEP GREEN-CYAN TURQUOISE', 'DEEP JUNGLE GREEN', 'DEEP KOAMARU', 'DEEP LEMON', 'DEEP LILAC',
              'DEEP MAGENTA', 'DEEP MAROON', 'DEEP MAUVE', 'DEEP MOSS GREEN', 'DEEP PEACH', 'DEEP PINK', 'DEEP PUCE',
              'DEEP RED', 'DEEP RUBY', 'DEEP SAFFRON', 'DEEP SKY BLUE', 'DEEP SPACE SPARKLE', 'DEEP SPRING BUD',
              'DEEP TAUPE', 'DEEP TUSCAN RED', 'DEEP VIOLET', 'DEER', 'DENIM', 'DENIM BLUE', 'DESATURATED CYAN',
              'DESERT', 'DESERT SAND', 'DESIRE', 'DIAMOND', 'DIM GRAY', 'DINGY DUNGEON', 'DIRT', 'DODGER BLUE',
              'DOGWOOD ROSE', 'DOLLAR BILL', 'DONKEY BROWN', 'DRAB', 'DUKE BLUE', 'DUST STORM', 'DUTCH WHITE',
              'EARTH YELLOW', 'EBONY', 'ECRU', 'EERIE BLACK', 'EGGPLANT', 'EGGSHELL', 'EGYPTIAN BLUE', 'ELECTRIC BLUE',
              'ELECTRIC CRIMSON', 'ELECTRIC CYAN', 'ELECTRIC GREEN', 'ELECTRIC INDIGO', 'ELECTRIC LAVENDER',
              'ELECTRIC LIME', 'ELECTRIC PURPLE', 'ELECTRIC ULTRAMARINE', 'ELECTRIC VIOLET', 'ELECTRIC YELLOW',
              'EMERALD', 'EMINENCE', 'ENGLISH GREEN', 'ENGLISH LAVENDER', 'ENGLISH RED', 'ENGLISH VERMILLION',
              'ENGLISH VIOLET', 'ETON BLUE', 'EUCALYPTUS', 'FALLOW', 'FALU RED', 'FANDANGO', 'FANDANGO PINK',
              'FASHION FUCHSIA', 'FAWN', 'FELDGRAU', 'FELDSPAR', 'FERN GREEN', 'FERRARI RED', 'FIELD DRAB',
              'FIERY ROSE', 'FIRE ENGINE RED', 'FIREBRICK', 'FLAME', 'FLAMINGO PINK', 'FLATTERY', 'FLAVESCENT', 'FLAX',
              'FLIRT', 'FLORAL WHITE', 'FLUORESCENT ORANGE', 'FLUORESCENT PINK', 'FLUORESCENT YELLOW', 'FOLLY',
              'FOREST GREEN', 'FRENCH BEIGE', 'FRENCH BISTRE', 'FRENCH BLUE', 'FRENCH FUCHSIA', 'FRENCH LILAC',
              'FRENCH LIME', 'FRENCH MAUVE', 'FRENCH PINK', 'FRENCH PLUM', 'FRENCH PUCE', 'FRENCH RASPBERRY',
              'FRENCH ROSE', 'FRENCH SKY BLUE', 'FRENCH VIOLET', 'FRENCH WINE', 'FRESH AIR', 'FROSTBITE', 'FUCHSIA',
              'FUCHSIA PINK', 'FUCHSIA PURPLE', 'FUCHSIA ROSE', 'FULVOUS', 'FUZZY WUZZY', 'GO GREEN', 'GAINSBORO',
              'GAMBOGE', 'GAMBOGE ORANGE', 'GARGOYLE GAS', 'GENERIC VIRIDIAN', 'GHOST WHITE', "GIANT'S CLUB",
              'GIANTS ORANGE', 'GINGER', 'GLAUCOUS', 'GLITTER', 'GLOSSY GRAPE', 'GOLD', 'GOLD FUSION', 'GOLDEN BROWN',
              'GOLDEN POPPY', 'GOLDEN YELLOW', 'GOLDENROD', 'GRANITE GRAY', 'GRANNY SMITH APPLE', 'GRAPE', 'GRAY',
              'GRAY-ASPARAGUS', 'GRAY-BLUE', 'GREEN', 'GREEN LIZARD', 'GREEN SHEEN', 'GREEN-BLUE', 'GREEN-CYAN',
              'GREEN-YELLOW', 'GRIZZLY', 'GRULLO', 'GUNMETAL', 'GUPPIE GREEN', 'HALAYÀ ÚBE', 'HAN BLUE', 'HAN PURPLE',
              'HANSA YELLOW', 'HARLEQUIN', 'HARLEQUIN GREEN', 'HARVARD CRIMSON', 'HARVEST GOLD', 'HEART GOLD',
              'HEAT WAVE', 'HELIOTROPE', 'HELIOTROPE GRAY', 'HELIOTROPE MAGENTA', 'HOLLYWOOD CERISE', 'HONEYDEW',
              'HONOLULU BLUE', "HOOKER'S GREEN", 'HOT MAGENTA', 'HOT PINK', 'HUNTER GREEN', 'ICEBERG', 'ICTERINE',
              'ILLUMINATING EMERALD', 'IMPERIAL', 'IMPERIAL BLUE', 'IMPERIAL PURPLE', 'IMPERIAL RED', 'INCHWORM',
              'INDEPENDENCE', 'INDIA GREEN', 'INDIAN RED', 'INDIAN YELLOW', 'INDIGO', 'INDIGO DYE',
              'INTERNATIONAL KLEIN BLUE', 'INTERNATIONAL ORANGE', 'IRIS', 'IRRESISTIBLE', 'ISABELLINE', 'ISLAMIC GREEN',
              'ITALIAN SKY BLUE', 'IVORY', 'JADE', 'JAPANESE CARMINE', 'JAPANESE INDIGO', 'JAPANESE VIOLET', 'JASMINE',
              'JASPER', 'JAZZBERRY JAM', 'JELLY BEAN', 'JET', 'JONQUIL', 'JORDY BLUE', 'JUNE BUD', 'JUNGLE GREEN',
              'KU CRIMSON', 'KELLY GREEN', 'KENYAN COPPER', 'KEPPEL', 'KEY LIME', 'KHAKI', 'KOBE', 'KOBI', 'KOBICHA',
              'KOMBU GREEN', 'LA SALLE GREEN', 'LANGUID LAVENDER', 'LAPIS LAZULI', 'LASER LEMON', 'LAUREL GREEN',
              'LAVA', 'LAVENDER', 'LAVENDER BLUE', 'LAVENDER BLUSH', 'LAVENDER GRAY', 'LAVENDER INDIGO',
              'LAVENDER MAGENTA', 'LAVENDER MIST', 'LAVENDER PINK', 'LAVENDER PURPLE', 'LAVENDER ROSE', 'LAWN GREEN',
              'LEMON', 'LEMON CHIFFON', 'LEMON CURRY', 'LEMON GLACIER', 'LEMON LIME', 'LEMON MERINGUE', 'LEMON YELLOW',
              'LENURPLE', 'LIBERTY', 'LICORICE', 'LIGHT APRICOT', 'LIGHT BLUE', 'LIGHT BRILLIANT RED', 'LIGHT BROWN',
              'LIGHT CARMINE PINK', 'LIGHT COBALT BLUE', 'LIGHT CORAL', 'LIGHT CORNFLOWER BLUE', 'LIGHT CRIMSON',
              'LIGHT CYAN', 'LIGHT DEEP PINK', 'LIGHT FRENCH BEIGE', 'LIGHT FUCHSIA PINK', 'LIGHT GOLDENROD YELLOW',
              'LIGHT GRAY', 'LIGHT GRAYISH MAGENTA', 'LIGHT GREEN', 'LIGHT HOT PINK', 'LIGHT KHAKI',
              'LIGHT MEDIUM ORCHID', 'LIGHT MOSS GREEN', 'LIGHT ORCHID', 'LIGHT PASTEL PURPLE', 'LIGHT PINK',
              'LIGHT RED OCHRE', 'LIGHT SALMON', 'LIGHT SALMON PINK', 'LIGHT SEA GREEN', 'LIGHT SKY BLUE',
              'LIGHT SLATE GRAY', 'LIGHT STEEL BLUE', 'LIGHT TAUPE', 'LIGHT THULIAN PINK', 'LIGHT YELLOW', 'LILAC',
              'LILAC LUSTER', 'LIME', 'LIME GREEN', 'LIMERICK', 'LINCOLN GREEN', 'LINEN', 'LION', 'LISERAN PURPLE',
              'LITTLE BOY BLUE', 'LIVER', 'LIVER CHESTNUT', 'LIVID', 'LUMBER', 'LUST', 'MSU GREEN',
              'MACARONI AND CHEESE', 'MAGENTA', 'MAGENTA HAZE', 'MAGENTA-PINK', 'MAGIC MINT', 'MAGIC POTION',
              'MAGNOLIA', 'MAHOGANY', 'MAIZE', 'MAJORELLE BLUE', 'MALACHITE', 'MANATEE', 'MANDARIN', 'MANGO TANGO',
              'MANTIS', 'MARDI GRAS', 'MARIGOLD', 'MAROON', 'MAUVE', 'MAUVE TAUPE', 'MAUVELOUS', 'MAXIMUM BLUE',
              'MAXIMUM YELLOW', 'MAY GREEN', 'MAYA BLUE', 'MEAT BROWN', 'MEDIUM AQUAMARINE', 'MEDIUM BLUE',
              'MEDIUM CANDY APPLE RED', 'MEDIUM CARMINE', 'MEDIUM CHAMPAGNE', 'MEDIUM ELECTRIC BLUE',
              'MEDIUM JUNGLE GREEN', 'MEDIUM LAVENDER MAGENTA', 'MEDIUM ORCHID', 'MEDIUM PERSIAN BLUE', 'MEDIUM PURPLE',
              'MEDIUM RED-VIOLET', 'MEDIUM RUBY', 'MEDIUM SEA GREEN', 'MEDIUM SKY BLUE', 'MEDIUM SLATE BLUE',
              'MEDIUM SPRING BUD', 'MEDIUM SPRING GREEN', 'MEDIUM TAUPE', 'MEDIUM TURQUOISE', 'MEDIUM TUSCAN RED',
              'MEDIUM VERMILION', 'MEDIUM VIOLET-RED', 'MELLOW APRICOT', 'MELLOW YELLOW', 'MELON', 'METAL PINK',
              'METALLIC SEAWEED', 'METALLIC SUNBURST', 'MEXICAN PINK', 'MIDNIGHT', 'MIDNIGHT BLUE', 'MIDNIGHT GREEN',
              'MIKADO YELLOW', 'MINDARO', 'MING', 'MINION YELLOW', 'MINT', 'MINT CREAM', 'MINT GREEN', 'MISTY MOSS',
              'MISTY ROSE', 'MOCCASIN', 'MODE BEIGE', 'MOONSTONE BLUE', 'MORDANT RED 19', 'MOSS GREEN',
              'MOUNTAIN MEADOW', 'MOUNTBATTEN PINK', 'MUGHAL GREEN', 'MULBERRY', "MUMMY'S TOMB", 'MUSTARD',
              'MYRTLE GREEN', 'MYSTIC', 'MYSTIC MAROON', 'NADESHIKO PINK', 'NAPIER GREEN', 'NAPLES YELLOW',
              'NAVAJO WHITE', 'NAVY', 'NAVY PURPLE', 'NEON CARROT', 'NEON FUCHSIA', 'NEON GREEN', 'NEW CAR',
              'NEW YORK PINK', 'NICKEL', 'NON-PHOTO BLUE', 'NORTH TEXAS GREEN', 'NYANZA', 'OU CRIMSON RED',
              'OCEAN BLUE', 'OCEAN BOAT BLUE', 'OCEAN GREEN', 'OCHRE', 'OFFICE GREEN', 'OGRE ODOR', 'OLD BURGUNDY',
              'OLD GOLD', 'OLD HELIOTROPE', 'OLD LACE', 'OLD LAVENDER', 'OLD MAUVE', 'OLD MOSS GREEN', 'OLD ROSE',
              'OLD SILVER', 'OLIVE', 'OLIVE DRAB', 'OLIVE DRAB #7', 'OLIVINE', 'ONYX', 'OPERA MAUVE', 'ORANGE',
              'ORANGE PEEL', 'ORANGE SODA', 'ORANGE-RED', 'ORANGE-YELLOW', 'ORCHID', 'ORCHID PINK', 'ORIOLES ORANGE',
              'OTTER BROWN', 'OUTER SPACE', 'OUTRAGEOUS ORANGE', 'OXFORD BLUE', 'PACIFIC BLUE', 'PAKISTAN GREEN',
              'PALATINATE BLUE', 'PALATINATE PURPLE', 'PALE AQUA', 'PALE BLUE', 'PALE BROWN', 'PALE CARMINE',
              'PALE CERULEAN', 'PALE CHESTNUT', 'PALE COPPER', 'PALE CORNFLOWER BLUE', 'PALE CYAN', 'PALE GOLD',
              'PALE GOLDENROD', 'PALE GREEN', 'PALE LAVENDER', 'PALE MAGENTA', 'PALE MAGENTA-PINK', 'PALE PINK',
              'PALE PLUM', 'PALE RED-VIOLET', 'PALE ROBIN EGG BLUE', 'PALE SILVER', 'PALE SPRING BUD', 'PALE TAUPE',
              'PALE TURQUOISE', 'PALE VIOLET', 'PALE VIOLET-RED', 'PANSY PURPLE', 'PAOLO VERONESE GREEN', 'PAPAYA WHIP',
              'PARADISE PINK', 'PARIS GREEN', 'PASTEL BLUE', 'PASTEL BROWN', 'PASTEL GRAY', 'PASTEL GREEN',
              'PASTEL MAGENTA', 'PASTEL ORANGE', 'PASTEL PINK', 'PASTEL PURPLE', 'PASTEL RED', 'PASTEL VIOLET',
              'PASTEL YELLOW', 'PATRIARCH', "PAYNE'S GREY", 'PEACH', 'PEACH PUFF', 'PEACH-ORANGE', 'PEACH-YELLOW',
              'PEAR', 'PEARL', 'PEARL AQUA', 'PEARLY PURPLE', 'PERIDOT', 'PERIWINKLE', 'PERMANENT GERANIUM LAKE',
              'PERSIAN BLUE', 'PERSIAN GREEN', 'PERSIAN INDIGO', 'PERSIAN ORANGE', 'PERSIAN PINK', 'PERSIAN PLUM',
              'PERSIAN RED', 'PERSIAN ROSE', 'PERSIMMON', 'PERU', 'PEWTER BLUE', 'PHLOX', 'PHTHALO BLUE',
              'PHTHALO GREEN', 'PICTON BLUE', 'PICTORIAL CARMINE', 'PIGGY PINK', 'PINE GREEN', 'PINEAPPLE', 'PINK',
              'PINK FLAMINGO', 'PINK LACE', 'PINK LAVENDER', 'PINK PEARL', 'PINK RASPBERRY', 'PINK SHERBET',
              'PINK-ORANGE', 'PISTACHIO', 'PIXIE POWDER', 'PLATINUM', 'PLUM', 'PLUMP PURPLE', 'POLISHED PINE',
              'POMP AND POWER', 'POPSTAR', 'PORTLAND ORANGE', 'POWDER BLUE', 'PRINCESS PERFUME', 'PRINCETON ORANGE',
              'PRUNE', 'PRUSSIAN BLUE', 'PSYCHEDELIC PURPLE', 'PUCE', 'PUCE RED', 'PULLMAN BROWN', 'PULLMAN GREEN',
              'PUMPKIN', 'PURPLE', 'PURPLE HEART', 'PURPLE MOUNTAIN MAJESTY', 'PURPLE NAVY', 'PURPLE PIZZAZZ',
              'PURPLE PLUM', 'PURPLE TAUPE', 'PURPUREUS', 'QUARTZ', 'QUEEN BLUE', 'QUEEN PINK', 'QUICK SILVER',
              'QUINACRIDONE MAGENTA', 'RACKLEY', 'RADICAL RED', 'RAISIN BLACK', 'RAJAH', 'RASPBERRY', 'RASPBERRY GLACE',
              'RASPBERRY PINK', 'RASPBERRY ROSE', 'RAW SIENNA', 'RAW UMBER', 'RAZZLE DAZZLE ROSE', 'RAZZMATAZZ',
              'RAZZMIC BERRY', 'REBECCA PURPLE', 'RED', 'RED DEVIL', 'RED SALSA', 'RED-BROWN', 'RED-ORANGE',
              'RED-PURPLE', 'RED-VIOLET', 'REDWOOD', 'REGALIA', 'REGISTRATION BLACK', 'RESOLUTION BLUE', 'RHYTHM',
              'RICH BLACK', 'RICH BRILLIANT LAVENDER', 'RICH CARMINE', 'RICH ELECTRIC BLUE', 'RICH LAVENDER',
              'RICH LILAC', 'RICH MAROON', 'RIFLE GREEN', 'ROAST COFFEE', 'ROBIN EGG BLUE', 'ROCKET METALLIC',
              'ROMAN SILVER', 'ROSE', 'ROSE BONBON', 'ROSE DUST', 'ROSE EBONY', 'ROSE GOLD', 'ROSE MADDER', 'ROSE PINK',
              'ROSE QUARTZ', 'ROSE RED', 'ROSE TAUPE', 'ROSE VALE', 'ROSEWOOD', 'ROSSO CORSA', 'ROSY BROWN',
              'ROYAL AZURE', 'ROYAL BLUE', 'ROYAL FUCHSIA', 'ROYAL PURPLE', 'ROYAL YELLOW', 'RUBER', 'RUBINE RED',
              'RUBY', 'RUBY RED', 'RUDDY', 'RUDDY BROWN', 'RUDDY PINK', 'RUFOUS', 'RUSSET', 'RUSSIAN GREEN',
              'RUSSIAN VIOLET', 'RUST', 'RUSTY RED', 'SACRAMENTO STATE GREEN', 'SADDLE BROWN', 'SAFETY ORANGE',
              'SAFETY YELLOW', 'SAFFRON', 'SAGE', 'SALMON', 'SALMON PINK', 'SAND', 'SAND DUNE', 'SANDSTORM',
              'SANDY BROWN', 'SANDY TAUPE', 'SANGRIA', 'SAP GREEN', 'SAPPHIRE', 'SAPPHIRE BLUE', 'SASQUATCH SOCKS',
              'SATIN SHEEN GOLD', 'SCARLET', 'SCHAUSS PINK', 'SCHOOL BUS YELLOW', 'SCREAMIN GREEN', 'SEA BLUE',
              'SEA GREEN', 'SEA SERPENT', 'SEAL BROWN', 'SEASHELL', 'SELECTIVE YELLOW', 'SEPIA', 'SHADOW',
              'SHADOW BLUE', 'SHAMPOO', 'SHAMROCK GREEN', 'SHEEN GREEN', 'SHIMMERING BLUSH', 'SHINY SHAMROCK',
              'SHOCKING PINK', 'SIENNA', 'SILVER', 'SILVER CHALICE', 'SILVER LAKE BLUE', 'SILVER PINK', 'SILVER SAND',
              'SINOPIA', 'SIZZLING RED', 'SIZZLING SUNRISE', 'SKOBELOFF', 'SKY BLUE', 'SKY MAGENTA', 'SLATE BLUE',
              'SLATE GRAY', 'SLIMY GREEN', 'SMALT', 'SMASHED PUMPKIN', 'SMITTEN', 'SMOKE', 'SMOKEY TOPAZ',
              'SMOKY BLACK', 'SMOKY TOPAZ', 'SNOW', 'SOAP', 'SOLID PINK', 'SONIC SILVER', 'SPACE CADET',
              'SPANISH BISTRE', 'SPANISH BLUE', 'SPANISH CARMINE', 'SPANISH CRIMSON', 'SPANISH GRAY', 'SPANISH GREEN',
              'SPANISH ORANGE', 'SPANISH PINK', 'SPANISH RED', 'SPANISH SKY BLUE', 'SPANISH VIOLET', 'SPANISH VIRIDIAN',
              'SPARTAN CRIMSON', 'SPICY MIX', 'SPIRO DISCO BALL', 'SPRING BUD', 'SPRING FROST', 'SPRING GREEN',
              "ST. PATRICK'S BLUE", 'STAR COMMAND BLUE', 'STEEL BLUE', 'STEEL PINK', 'STEEL TEAL',
              'STIL DE GRAIN YELLOW', 'STIZZA', 'STORMCLOUD', 'STRAW', 'STRAWBERRY', 'SUGAR PLUM', 'SUNBURNT CYCLOPS',
              'SUNGLOW', 'SUNNY', 'SUNRAY', 'SUNSET', 'SUNSET ORANGE', 'SUPER PINK', 'SWEET BROWN', 'TAN', 'TANGELO',
              'TANGERINE', 'TANGERINE YELLOW', 'TANGO PINK', 'TART ORANGE', 'TAUPE', 'TAUPE GRAY', 'TEA GREEN',
              'TEA ROSE', 'TEAL', 'TEAL BLUE', 'TEAL DEER', 'TEAL GREEN', 'TELEMAGENTA', 'TENNÉ', 'TERRA COTTA',
              'THISTLE', 'THULIAN PINK', 'TICKLE ME PINK', 'TIFFANY BLUE', "TIGER'S EYE", 'TIMBERWOLF',
              'TITANIUM YELLOW', 'TOMATO', 'TOOLBOX', 'TOPAZ', 'TRACTOR RED', 'TROLLEY GREY', 'TROPICAL RAIN FOREST',
              'TROPICAL VIOLET', 'TRUE BLUE', 'TUFTS BLUE', 'TULIP', 'TUMBLEWEED', 'TURKISH ROSE', 'TURQUOISE',
              'TURQUOISE BLUE', 'TURQUOISE GREEN', 'TURTLE GREEN', 'TUSCAN', 'TUSCAN BROWN', 'TUSCAN RED', 'TUSCAN TAN',
              'TUSCANY', 'TWILIGHT LAVENDER', 'TYRIAN PURPLE', 'UA BLUE', 'UA RED', 'UCLA BLUE', 'UCLA GOLD',
              'UFO GREEN', 'UP FOREST GREEN', 'UP MAROON', 'USAFA BLUE', 'USC CARDINAL', 'USC GOLD', 'UBE',
              'ULTRA PINK', 'ULTRA RED', 'ULTRAMARINE', 'ULTRAMARINE BLUE', 'UMBER', 'UNBLEACHED SILK',
              'UNITED NATIONS BLUE', 'UNIVERSITY OF CALIFORNIA GOLD', 'UNIVERSITY OF TENNESSEE ORANGE',
              'UNMELLOW YELLOW', 'UPSDELL RED', 'UROBILIN', 'UT<NAME>', 'VAN DYKE BROWN', 'VANILLA', 'VANILLA ICE',
              'VEGAS GOLD', 'VENETIAN RED', 'VERDIGRIS', 'VERMILION', 'VERONICA', 'VERY LIGHT AZURE', 'VERY LIGHT BLUE',
              'VERY LIGHT MALACHITE GREEN', 'VERY LIGHT TANGELO', 'VERY PALE ORANGE', 'VERY PALE YELLOW', 'VIOLET',
              'VIOLET-BLUE', 'VIOLET-RED', 'VIRIDIAN', 'VIRIDIAN GREEN', 'VISTA BLUE', 'VIVID AMBER', 'VIVID AUBURN',
              'VIVID BURGUNDY', 'VIVID CERISE', 'VIVID CERULEAN', 'VIVID CRIMSON', 'VIVID GAMBOGE', 'VIVID LIME GREEN',
              'VIVID MALACHITE', 'VIVID MULBERRY', 'VIVID ORANGE', 'VIVID ORANGE PEEL', 'VIVID ORCHID',
              'VIVID RASPBERRY', 'VIVID RED', 'VIVID RED-TANGELO', 'VIVID SKY BLUE', 'VIVID TANGELO', 'VIVID TANGERINE',
              'VIVID VERMILION', 'VIVID VIOLET', 'VIVID YELLOW', 'VOLT', 'WARM BLACK', 'WATERSPOUT', 'WELDON BLUE',
              'WENGE', 'WHEAT', 'WHITE', 'WHITE SMOKE', 'WILD BLUE YONDER', 'WILD ORCHID', 'WILD STRAWBERRY',
              'WILD WATERMELON', 'WILLPOWER ORANGE', 'WINDSOR TAN', 'WINE', 'WINE DREGS', 'WINTER SKY', 'WINTER WIZARD',
              'WINTERGREEN DREAM', 'WISTERIA', 'WOOD BROWN', 'XANADU', 'YALE BLUE', 'YANKEES BLUE', 'YELLOW',
              'YELLOW ORANGE', 'YELLOW ROSE', 'YELLOW SUNSHINE', 'YELLOW-GREEN', 'ZAFFRE', 'ZINNWALDITE BROWN', 'ZOMP']
COLOR_DICT = set(COLOR_LIST)

CAR_MAKE_KEY_WORDS = ['<NAME>', '<NAME>', 'AUDI', 'BENTLEY', 'BENZ', 'BMW', 'BUGATTI', 'CADILLAC',
                      'CHEVROLET',
                      'CHRYSLER', 'CITROËN', 'CORVETTE', 'DAF', 'DACIA', 'DAEWOO', 'DAIHATSU', 'DATSUN', 'DE LOREAN',
                      'DINO',
                      'DODGE', 'FARBOUD', 'FERRARI', 'FIAT', 'FORD', 'HONDA', 'HUMMER', 'HYUNDAI', 'JAGUAR', 'JEEP',
                      'KIA',
                      'KOENIGSEGG', 'LADA', 'LAMBORGHINI', 'LANCIA', 'LAND ROVER', 'LEXUS', 'LIGIER', 'LINCOLN',
                      'LOTUS',
                      'MARTINI', 'MASERATI', 'MAYBACH', 'MAZDA', 'MCLAREN', 'MERCEDES-BENZ', 'MINI', 'MITSUBISHI',
                      'NISSAN',
                      'NOBLE', 'OPEL', 'PEUGEOT', 'PONTIAC', 'PORSCHE', 'RENAULT', 'ROLLS-ROYCE', 'SAAB', 'SEAT',
                      'ŠKODA',
                      'SMART', 'SPYKER', 'SUBARU', 'SUZUKI', 'TOYOTA', 'VAUXHALL', 'VOLKSWAGEN', 'VOLVO']

NYC_AGENCY_LIST = ['NYCOA', 'AJC', 'OATH', 'DFTA', 'MOA', 'BPL', 'DOB', 'BIC',
                   'CFB', 'CIDI', 'OCME', 'ACS', 'CLERK', 'DCP', 'CUNY',
                   'DCAS', 'CECM', 'CEC', 'CSC', 'CCRB', 'CGE', 'CCPC', 'CAU',
                   'CB', 'COMP', 'COIB', 'DCA', 'DCWP', 'MOCS', 'BOC', 'DOC',
                   'DCLA', 'MODA', 'DDC', 'Brooklyn', 'Manhattan', 'DOE',
                   'BOE', 'MOEC', 'DEP', 'EEPC', 'DOF', 'FDNY', 'GNYC',
                   'DOHMH', 'DHS', 'NYCHA', 'HPD', 'HRO', 'HRA', 'CCHR',
                   'MOIA', 'IBO', 'MOIP', 'DOITT', 'MOIGA', 'DOI', 'MACJ',
                   'OLR', 'LPC', 'LAW', 'BPL', 'NYPL', 'QL', 'LOFT', 'OMB',
                   'MCCM', 'OM', 'IA', 'MOPD', 'OER', 'MOSPCE', 'OMWBE', 'OSP',
                   'ENDGBV', 'MOME', 'NYCGO', 'NYCEDC', 'NYCERS', 'SERVICE',
                   'TFA', 'NYPL', 'OPS', 'DPR', 'OPA', 'NYPD', 'PPF', 'DOP',
                   'PPB', 'BCPA', 'KCPA', 'NYCountyPA', 'QPA', 'RCPA', 'QPL',
                   'DORIS', 'RGB', 'STAR', 'DSNY', 'SCA', 'SBS', 'DSS', 'OSE',
                   'SNP', 'BSA', 'TAT', 'TC', 'TLC', 'DOT', 'DVS', 'NYWB',
                   'NYW', 'DYCD']
NYC_AGENCY_DICT = set(NYC_AGENCY_LIST)

BOROUGHS_LIST = ['K', 'M', 'Q', 'R', 'X', 'BROOKLYN', 'MANHATTAN', 'QUEENS', 'THE BRONX', 'STATEN ISLAND', '1',
                 '2',
                 '3', '4', '5']

BOROUGHS_DICT = set(BOROUGHS_LIST)

SCHOOL_KEY_WORDS = ['SCHOOL', 'HIGH SCHOOL', 'ACADEMY', 'HS']

ADDRESS_KEY_WORDS = ['AVENUE', 'STREET', 'ROAD', 'BOULEVARD', 'PARKWAY',
                     'EXPRESSWAY', 'DRIVE']

VEHICLE_LIST = ['4 DR SEDAN', 'REFG', 'STATION WAGON/SPORT UTILITY VEHICLE', 'OTHER', 'FIRE TRUCK', 'MOTORCYCLE',
                'CB', 'TL', 'PASSENGER VEHICLE', 'MOPD', 'TR', 'E-BIK', 'SEDAN', 'A', '2C', 'TK', 'PV', 'SV',
                'MOTORBIKE', 'CARR', 'FIRE', 'SMALL COM VEH(4 TIRES)', 'BUS', 'TOW', 'MCY',
                'LARGE COM VEH(6 OR MORE TIRES)', 'JP', 'BEVERAGE TRUCK', '4D H', 'BIKE', 'VAN',
                'TRACTOR TRUCK DIESEL', 'POLE', 'FLAT RACK', 'LIVERY VEHICLE', 'UNKNOWN', 'HATC']
VEHICLE_DICT = set(VEHICLE_LIST)

NEIGHBORHOOD_LIST = ['FLUSHING-NORTH', 'JACKSON HEIGHTS', 'MOUNT HOPE/MOUNT EDEN', 'GRAMERCY',
                     'GREENWICH VILLAGE-CENTRAL', 'CORONA', 'ASTORIA', 'GRAVESEND', 'WOODSIDE',
                     'UPPER EAST SIDE (96-110)', 'HARLEM-CENTRAL', 'WHITESTONE', 'PELHAM PARKWAY SOUTH',
                     'RIVERDALE', 'ALPHABET CITY', 'ALPHABET CITY', 'MIDTOWN EAST', 'SOHO', 'GRAMERCY',
                     'HARLEM-UPPER', 'GREENWICH VILLAGE-CENTRAL', 'RIVERDALE', 'WILLIAMSBURG-CENTRAL',
                     'EAST NEW YORK', 'ELMHURST', 'MORRISANIA/LONGWOOD', 'BEDFORD PARK/NORWOOD', 'EAST VILLAGE',
                     'MELROSE/CONCOURSE', 'BEDFORD STUYVESANT', 'EAST HARLEM', 'WILLIAMSBURG-SOUTH',
                     'PELHAM PARKWAY SOUTH', 'BED-STUY', 'PARK SLOPE', 'EAST TREMONT', 'EAST TREMONT',
                     'BEDFORD PARK/NORWOOD', 'MELROSE/CONCOURSE', 'REGO PARK', 'BOROUGH PARK', 'ASTORIA',
                     'JACKSON HEIGHTS', 'LONG ISLAND CITY', 'RIVERDALE', 'DUMBO-DOWNTOWN BROOKLYN', 'BROWNSVILLE',
                     'CLINTON', 'NEW SPRINGVILLE', 'NEW SPRINGVILLE', 'BUSHWICK', 'CHELSEA-UNION SQ', 'CHINATOWN']
NEIGHBORHOOD_DICT = set(NEIGHBORHOOD_LIST)

SCHOOL_LEVEL_LIST = ['HIGH SCHOOL', 'TRANSFER SCHOOL', 'K-3', 'MIDDLE', 'K-8 SCHOOL', 'ELEMENTARY SCHOOL',
                     'TRANSFER HIGH SCHOOL', 'HIGH SCHOOL TRANSFER', 'MIDDLE SCHOOL', 'ELEMENTARY', 'YABC', 'K-8']
SCHOOL_LEVEL_DICT = set(SCHOOL_LEVEL_LIST)

AREA_OF_STUDY_LIST = ['ENGINEERING', 'HUMANITIES & INTERDISCIPLINARY', 'SCIENCE & MATH', 'LAW & GOVERNMENT',
                      'HEALTH PROFESSIONS', 'PERFORMING ARTS', 'COMPUTER SCIENCE & TECHNOLOGY']
AREA_OF_STUDY_DICT = set(AREA_OF_STUDY_LIST)

SUBJECT_LIST = ['MATH B', 'ENGLISH', 'CHEMISTRY', 'SCIENCE', 'OTHER', 'US GOVERNMENT', 'ENGLISH 9', 'ENGLISH 12',
                'MATCHED SECTIONS', 'US HISTORY', 'ECONOMICS', 'GLOBAL HISTORY 9', 'US GOVERNMENT & ECONOMICS',
                'LIVING ENVIRONMENT', 'MATH A', 'SOCIAL STUDIES', 'ALGEBRA', 'ENGLISH 10', 'ASSUMED TEAM TEACHING',
                'ENGLISH 11', 'PHYSICS', 'GEOMETRY', 'EARTH SCIENCE', 'MATH', 'GLOBAL HISTORY 10']
SUBJECT_DICT = set(SUBJECT_LIST)

BUSINESS_LIST = ['STEVEN R. SAVINO ARCHITECT PC', 'FXFOWLE ARCHITECTS LLP', 'TACOMBI', "JOE'S",
                 "BILL'S BAR AND BURGER DOWNTOWN", 'FLOR DE BROADWAY', 'PAD THAI', 'KOOK', 'M.G. MCLAREN ENGINEERING',
                 'H&H MIDTOWN BAGEL', 'COOPERS CRAFT AND KITCHEN', 'MAHARAJA PALACE', 'SITE SAFETY LLC',
                 'MEXICANA DELI GROCERY', 'STAR CAFE', 'BOCCA DI BACCO', 'CHENG-SHENG HUANG', 'QUAMAR ZAMAN', "TONY'S",
                 'R. SCOTT LEWIS PE PC', 'TROPICAL RESTAURANT', 'REGIONAL THAI', 'LOVELY DAY', 'NEW APOLO RESTAURANT',
                 'MIKE DINER', "CHAN'S VILLAGE", 'LUCKY HAPPY', 'KYOCHON', 'SIX HAPPY FAMILY KITCHEN',
                 'JOHN STACOM ARCHITECTURAL DESIGN', 'ASIAN YUMMY HOUSE', 'PAPADAM', 'YOMARIS RESTAURANT',
                 'JAN-POL, INC', 'SHV DESIGNS LLC', 'SERGIMMO', 'GRAND SICHMAN', 'TURCO MEDITERRANEAN GRILL',
                 "CHEFS HO'S PEKING DUCK GRILL", 'ORIENTAL CAFE', 'LONG SPRING GARDEN', 'THE ROYAL RESTAURANT',
                 'MAR & TIERRA RESTAURANT & LOUNGE', 'CFS ENGINEERING, DPC', 'CYPHER DESIGN, INC.', 'FRIEND HOUSE',
                 "GINO'S BRICK OVEN PIZZA", 'FAITO CHINESE FOOD', 'NEW DYNASTY INC', 'CHOPSTICKS KING', 'CHALAIT',
                 'BOYD THAI', 'BOTTEGA', 'FRANK J. QUATELA ARCHITECT, P.C.', 'CHINA TASTE',
                 'SANNA & LOCCISANO ARCHITECTS, P.C.', 'BUDDHA BBEEQ', 'MISS FAVELA', 'BOXERS',
                 'MAR DESIGN SERVICES INC', 'MEXICAN RADIO', 'GRAND E.ERN', 'NMI ARCHITECTURE, PLLC',
                 'CHELSEA RISTORANTE ITALIANO', 'AUTOMATED DESIGN ENGINEERING, PLLC', 'JING LUNG CHINESE RESTAURANT',
                 'PERKINS+WILL', 'BAYRIDGE DINER', 'STRONG PLACE', 'EAGLE CITY TEX MEX CHINESE FOOD', 'FORTUNE HOUSE',
                 'CAFE 2000', 'KATZ ARCHITECTURE & PROJECT MANAGEM', "CATHY'S PLACE", "BIG DADDY'S", 'CARRO CAFE',
                 'NOODLES 28', 'SOHO CAFE', 'STOCKED', "HARRY'S ITALIAN", 'INCA ARCHITECTURE PLLC',
                 'MICHAEL G. FAHEY ARCHITECT P.C.', 'ANGELO F. LIARIKOS, ARCHITECT', 'BLEND ASTORIA',
                 'KUTNICK BERNSTEIN ARCHITECTS', 'ALLIGATOR LOUNGE', 'DENNIS DOUGLAS P.E., P.C.', 'MANILA',
                 'MARGULIES HOELZLI ARCHITECTURE, PLL', "GEORGE'S PIZZA", 'H & O ENGINEERING, DPC', 'BAOHAUS',
                 '<NAME>', 'NICOLETTA', '<NAME>', 'ASTORIA CRAFT', 'BURGER & CUP CAKES', 'HY<NAME>',
                 "LUIGI'S NYC", 'STROKOS', 'NIZZA', 'SEVA', 'WESTSIDE STEAK HOUSE', 'MIMIS PIZZA', 'MILK & HONEY',
                 'DARBAR GRILL', 'LICHEE NUT', 'PAPTZUL', "CARMINE'S", 'SIDO FALAFEL & MORE', 'SING HING',
                 'THE ORGANIC GRILL', 'BUS STOP', 'AK ENGINEERING PC', 'EYE CRAVE DESIGN & SERVICES LLC', 'BARAWINE',
                 'CAFE R', 'NEW GRACE CHINESE RESTAURANT', "DUDLEY'S", 'ALBERT MONTOYA ARCHITECT', 'BONCHON CHICKEN',
                 'KITCHEN 79', 'YUM YUM TOO', 'OYSTERS BURGERS MARTINIS', 'BEST YET MARKET', 'NEW WONJO', '<NAME>',
                 'DONALD VAN GERVE PE', 'NEW HO WAH', 'TH<NAME>', 'HUA RONG', 'CAFE SELECT', 'TOKYO BAY',
                 'MOCHA HOOKAH', 'PVE SHEFFLER, LLC', 'FOUR SEASON CAGE', 'JERUSALEM CAFE', "KATZ'S DELICATESSEN",
                 'TBSP', 'FRIEND OF A FARMER', 'BLEECKER STREET PIZZA', 'JUST SALAD', 'D<NAME>', 'BODRUM',
                 'BUILDTECH ENGINEERING DPC', 'ANDAZ', '2A', '5 AVENUE ASIAN TASTE', 'YUMMY CITY',
                 'STAY FRESK GRILL & DELI', '11 B EXPRESS', 'EL PROGRESO', 'CITY ONE', 'DAVID BUCOVY ARCHITECT',
                 'BLUE DOG', 'BAWARCHI', 'PICCOLO CAF\xc9', 'AKF GROUP LLC', '<NAME>', 'THE STUMBLE INN',
                 'RJD ENGINEERING LLC', 'MACHIAVELLI', 'TITAN ENGINEERS', 'FIRST OASIS', 'COOKFOX ARCHITECTS',
                 'HONG KONG & AMEI HOUSE', 'ALEX CAFE & DELI', 'BAR PITTI', 'DOG & BONE', 'MI BELLA PUEBLA',
                 '2 BY 4 ARCHITECTURE PC', 'FORT HAMILTON DINER', 'PIZZA BURGER GYRO RESTAURANT SNACK BAR',
                 "BELLA'S PLACE RESTAURANT", 'DBL', 'MARK D. LIPTON ASSOC.', 'J.K.DESIGN', 'WESTSIDE COFFEE SHOP',
                 'N RICO CAFE RESTAURANT', 'TREADWELL PARK', 'CHUANDONG HAO', 'LANGAN, ENGINEERING, ENVIRONMENTAL,',
                 'FSI ARCHITECTURE, PC', "ZITO'S", 'BEST CHINA HOUSE', "APPLEBEE'S", 'DIEGO MEXICAN GRILL', 'DELICIAS',
                 'ASSOCIATED SUPERMARKETS', 'TACOS MORALOS', 'CHOI ENGINEERING PLLC', 'LALI RESTAURANT',
                 'BEST OF THE WEST DELI', "SUPER KENNEDY'S", "MONTY Q'S", "LOT'S O BAGELS", 'BORO PARK',
                 'DE LAUREN WINES & LIQUORS', 'RAM<NAME>I', 'DILLER SCOFIDIO + RENFRO', '2001', 'CVS',
                 'STROMBOLI PIZZA INC', 'CITY GOURMET', 'P.A. COLLINS PE SIA PLLC', 'SUPER POLLO',
                 'JEFFREY KAMEN ARCHITECT', 'JALAPENO DELI', 'TANO GROUP ARCHITECT', 'KASBALI GRILL',
                 "TACO'S CALIFORNIA RESTAURANT", 'GROTTO', 'CINEMA', 'HILL COUNTRY CHICKEN', 'AMPOL ENGINEERING',
                 'CLAW', 'FUEL ENERGY RESTAURANT', 'KTSE ENGINEERING, PC', 'CAFE CHILI', 'CHINA STATION',
                 'PRIME ENGINEERING PC', 'LITE BITES', "CARMINE'S PIZZA", 'RAAD', "WIMPY'S HAMBURGER PLACE",
                 'SMASH BURGER', "EJ'S", 'BURRITOVILLE', 'ZEN 6', 'UNION CAF\xc9', 'GONY ARCHITECTS AND PLANERS',
                 'BUBBYS HIGHLINE', 'BRICOLAGE DESIGNS', 'TOTOYA', 'BAGELS & WRAPS', "LUKE'S LOBSTA", 'HEAVENLY MARKET',
                 'KORMAN DESIGN & BUILD', 'USCILUTECO 2', 'CRAVE', 'II FORNO PIZZA', 'LA ESPIGUITA',
                 'CHIPMAN DESIGN ARCHITECTURE', 'PIZZA', 'UNO', 'LI ARCHITECT ASSOCIATE, PLLC', 'CHEESY PIZZA',
                 'BOMBAY HEIGHTS', 'GEN RESTAURANT', 'STRUCTURETECH NY', 'ALISBERG PARKER', 'HAWKERS', 'DOS CAMINOS',
                 'SEPTEMBER WINES & SPIRIT', 'POULETTE', 'PIZZA BY CERTE', 'TEQUILITAS', 'ALPHA ENGINEERING, PLLC',
                 'MILE END', 'FAMILY GARDEN RESTAURANT', 'H.C. MCCONNELL ENGINEERING, PLLC', 'NEW YANKEE PIZZA',
                 'PET BOUTIQUE & SUPPLY', 'NEW IMPERIAL KITCHEN', 'TECHNEMOTION DESIGN', 'DEZ',
                 'ROBERT STRONG ARCHITECT', 'HUAJI PORK CHOP', '<NAME>', 'COGEN ARCHITECTS P.C.',
                 'SO<NAME>, P.E.', 'MCCABES', 'O RED MANGO', 'T&R PIZZA', 'BY CHLOE', 'MO<NAME>',
                 'JWM GROUP LLC', 'HUNTER DELI', 'FRANK', 'NEW GOLDEN EMPIRE RESTAURANT', 'BREEZE NATIONAL INC.',
                 'GSAPC', 'BRITIAN INDIAN', 'ABC ENGINEERING PLLC', 'TRE SORELLE', 'BLOCKHEAD BURRITOS',
                 'LA PERLA MEXICANA', "MARA'S CAF\xc9 & BAKERY", 'R. WADE JOHNSON DESIGN PLLC', 'BAGEL BIN',
                 'QUICKSTOP', 'ARPAD BAKSA ARCHITECT, P.C.', 'LEGEND UPPER WEST', 'DUE',
                 'GOLDEN KRUST CARIBBEAN BAKERY & GRILL', 'LOS CHILPOTLES RESTAURANT', 'PORCHETTA',
                 'WRG ENGINEERING, P.C.', 'AKA STUDIO LLC', "HENRY'S", 'LIQUITERIA', 'SPRING STREET NATURAL',
                 'ANDREW REYNIAK ARCHITECT, P.C.', "BENNIE'S THAI CAFE", 'LA HOGEURA PAISA', 'THE MILL KOREAN',
                 "ZARAGOZA'S", 'MINAR', 'TENG DRAGON', 'THAI CHAI', "KWOK'S FOOD KING", 'MA ENGINEERING, P.C.',
                 'ACADEMY RESTAURANT', 'GRAMERCY WINE', 'BEER SHOP NYC', 'SING LUCK GARDEN', 'CAFE CHAMPIGNON',
                 'SOUTHERN CONSULTING ENGINEERING PC', 'SAFFRON INDIAN CUISINE', 'BROWNSTONE BAGEL & BREAD',
                 'BACI RISTORANTE', 'CALIFORNIA PIZZA', 'THE SQUARE PIE PIZZA', 'TALAL ALOKUSH PE', "PAPI'S GRILL",
                 'KACZOR PE', 'EL MITOTE', 'APPLE JACK DINER', '86 CORNER  WINE AND LIQUORS',
                 'AK CONSULTING SERVICES, INC', 'RYAN CONSULTING ENGINEERS', 'SAKURA', 'BLEEKER STREET PIZZA',
                 'DATTNER ARCHITECTS', 'BELLE REVE', 'BRIK LOUNGE AND KITCHEN', 'ASKON ARCHITECTS, P.C.',
                 'BAKER STREET', 'JO<NAME>. CHEN ARCHITECT PLLC.', 'AECOM', '<NAME>', 'ASSET', 'GOOD GOOD TASTE',
                 'THE PATH CAFE', 'BLUELINE DESIGN', 'CSANAD BODNAR ARCHITECT', 'G. BLINN CONSULTING, LLC', 'ANOPOLI',
                 'ANGELICA PIZZERIA', 'DMYTRO CHORNOBRYVETS ARCHITECT,PLLC', 'WOK CITY', 'AVID DESIGNS, INC.',
                 'LEMON GRASS', 'HOMEMADE FALAFEL', 'PAPA KEBAB', 'OFFICE OF JOSEPH PELL LOMBARDI, ARC',
                 'A-FORM ARCHITECTURE, PC', 'STEVEN KRATCHMAN ARCHITECT, P.C.', "BENNY'S BURRITOS", '<NAME>',
                 'CLAUDETTE', '88 CHINESE RESTAURANT', "MEZCAL'S RESTAURANT", 'FAROS RESTAURANT', 'PURITY DINER',
                 'JALAPENO KING', 'LOS ARRIEROS', 'ANEJO TEQUILERIA', 'EMPIRE EXPRESS', 'TRAVIATTA PIZZA', 'BATHHOUSE',
                 'BOCCA BACCO', 'EAST PALACE', 'THE GEM SALOON', 'PINTO', 'REAL THAI', 'EL ANZUELO FINO',
                 'THE HALF PINT', 'IL BARETTO', "JUNIOR'S SEAFOOD", 'THE BAGEL HOUSE', "SAM'S BAGELS", 'GEE WHIZ',
                 'LAM ENGINEER, P.C.', 'MINGS DELIGHT', 'BROTHERS BAGELS', 'GENESIS BAR & RESTAURANT', "ABIGAEL'S",
                 'SMITH FOOD EXPRESS', 'LING GOURMET', "TRIBECA'S CORNERSTORE", 'WING HUA', 'I.M.VOYTEK',
                 'HOUSE OF HEALTH', 'ODC DESIGN', 'CAVATAPPO GRILL', 'TOKUBEL 86', 'M & J ASIAN CUISINE SUSHI BAR',
                 'THE HUDSON GROUP', "CLAUDIO'S PIZZA", 'SPRING NATURAL KITCHEN', 'ORIENTAL', 'DIVE BAR',
                 'LA OAXAQUENA RESTAURANT', 'ASOSAN SUSHI', 'SOUTHPORT ENGINEERING ASSOCIATES', 'CELESTE',
                 'STATE GOURMET DELI', 'DELICATESSEN', "DOMINO'S PIZZA", 'VCAF\xc9', 'PEPE ROSSO TO GO', 'STARGATE',
                 'PARISIAN DELI', 'KOONG WING RESTAURANT', 'CHEF GLATT KOSHER', 'JOHNNY ROCKETS', 'REME', 'AN CHOI',
                 "J'S WONG", 'MAXFIELD BLAUFEUX & HEYWOOD BLAUFEU', "MURRAY'S FALAFEL & GRILL", 'BUDDHA TACO BAR',
                 'PIZZA ITALIA', 'CHINATOWN RESTAURANT', 'BALA CONSULTING ENGINEERS', 'H ARCHITECTURE', 'FRONT STREET',
                 "VINNIE'S PIZZERIA", 'PEKING GARDEN', 'NEW SHUN WEI', 'FIAT CAFE', 'C3D ARCHITECTURE PLLC',
                 'FOOD WORLD', 'SOLO PIZZERIA', 'QUEEN OF SHEBA', 'BXL E.', 'NY BUILDING ASSOCIATES INC', 'BOND NO 9',
                 'LA NUEVA VICTORIA', 'JOLIE CANTINA', 'AMERICAS BURGERS & WRAPS', 'BUKHARA GRILL',
                 'FLOR DE MAYO RESTAURANT', 'NEW KIM TONG', 'STE', 'CURRY EXPRESS', 'YUNG SUN', 'CHEFS SECRET',
                 'TURKISH GRILL', 'NEW HAPPY JOY', 'BOGOTA', 'WICH CRAFT', 'BEAM ARCHITECTS D.P.C.',
                 'EL RANCHO BURRITOS', 'SOUTH W. NY', '1 HOTEL CENTRAL PARK', "WALDY'S PIZZA & PENNE", 'LIBERTY PIZZA',
                 'ASH<NAME>', 'LENG', 'HANAMI JAPANESE CUISINE', 'GOLDEN KRUST', 'MAMA JUANA CAFE',
                 'NATIONS CAF\xc9', "<NAME>'S", 'COCINA CHENTE MEXICAN CUISINE', 'EDEN WOK', 'ACQUA',
                 'GLATT KOSHER MEAT & POULTRY', 'NEW APOLLO DINER', "DANNY'S ATHENS RESTAURANT", "DEAN'S", 'MAC SHACK',
                 'CANDLE CAFE W.', 'PENELOPE', 'FORTUNE PLACE CHINESE RESTAURANT', 'MAGGIE BROWN',
                 'ANTHONY BONSIGNORE, RA', '<NAME>', "EVA'S SUPPLEMENTS", 'CACHANILLA', 'CHE BELLA PIZZA',
                 'WINE AT 79', 'PEACHY CONSTRUCTION', 'BAGEL FACTORY', 'BURGOS RESTAURANT',
                 'PARA TI COLOMBIA CON SABOR', 'BUTTERMILK CHANNEL', 'NEW TUNG HING', 'AZUL TEQUILA',
                 'CAPLES JEFFERSON ARCHITECTS, PC', 'MICHAEL DERUVO & ASSOCIATES ARCHITE', 'COFFE SHOP',
                 'PATTY PLUS BAKERY & RESTAURANT', 'SAKURA JAPANESE RESTAURANT', 'KEFI', 'TASTEE CORNER',
                 'OLLIES NOODLE SHOP & GRILLE', 'BERIMBAU', "UNCLE NICE'S RESTAURANT",
                 'BURTNER ENGINEERING SERVICES, LLC', 'WOK 88', 'ELENAS RESTAURANT', 'KINGSBRIDGE COFFEE SHOP & DELI',
                 'SUBWAY', 'KOHLER RONAN, LLC', '<NAME>', 'EVAN CHAN ARCHITECT, PC',
                 'DON PENN CONSULTING ENGINEER', 'LA PENTOLA', 'CES ENGINEERING LLC', 'BARE BURGER ORGANIC',
                 'BERGEN PIZZA', 'LUNA PIZZA CAFE', 'ENTHAICE', 'HANSON RESTAURANT AND PIZZERIA', '<NAME>',
                 'MY THAI CAFE', 'KILIMANJARO KEUR COUMBA RESTAURANT', 'LASSON & HENNIGS', 'ME ENGINEERS', 'REPULIC',
                 'LOMA RESTAURANT', "MITCHELL'S WINES & LIQUORS", 'KINGS PIZZA', 'SPECTOR DESIGN COMPANY',
                 '<NAME>CAGNILE ARCHITECT', '<NAME>', '<NAME>', 'BIN 71', '<NAME>',
                 'FABIAN CRUZ, PROFESSIONAL ENGINEER,', 'LITTLE BASIL', "SHAYA'S", 'AGAVE', 'WILD',
                 'BROTHER FISH MARKET', 'BEST ENGINEERING, INC', 'CAFE REGGIO', '<NAME>', "JIMBO'S HAMBURGER",
                 'DHABA', 'LEONARDS', 'CARAVAN OF DREAMS', 'KINARAS INDIAN FOOD', 'CLARKS RESTAURANT', 'FLRU JUICY',
                 'BENVENUTI', 'WB ENGINEERING & CONSULTING, PLLC', "OLGA'S PIZZA", 'LUPITA', 'BAHIA RESTAURANT & CAFE',
                 'ARTE CAFE', 'GUACAMOLE', 'LA PRECIOSA CINA', 'PIZZA PALACE', 'CHINA GOURMET',
                 'BRICK LANE CURRY HOUSE', "CHAVELA'S", 'ZHONG HUA CHINESE RESTAURANT', '<NAME>', '<NAME>',
                 'ROC', '<NAME>', 'NATIVES', 'BAGEL WORK', '<NAME>', 'CELTIC SERVICES NYC INC',
                 'ALL CITY ENGINEERING, P.C.', 'PLANET WINGS', 'VIAND CAFE', "ARCHITECTS' RULE, PC", 'EMPIRE CORNER II',
                 "DANNY'S PIZZERIA & CAFE", 'IP GROUP', "GRANDMA ROSE'S", 'LEE CHUNG', "LUKE'S", 'KANG SPA',
                 'MICHAEL SCADUTO ARCHITECT', "LUPE'S", 'DITCH PLAINS', 'SAKURA TOKYO II', 'ALMAS CONSTRUCTION LLC',
                 'COURT DELI', '7TH AVENUE. DONUTS & DINER RESTAURANT', 'L & M', 'QUIS QUEY', 'NATURAL BLEND',
                 'MISTURA PERUANA', 'PANINI TOZT CAFE', 'BRENT BUCK ARCHITECTS PLLC', 'CHINA KITCHEN',
                 'TMALIHAN ARCHITECT NYC, LLC.', 'METRO KITCHEN', 'ANCHOR WINEBAR', 'CANAAN', 'THE BURGER GURU',
                 'FIVE SPOT', 'BEIJING WOK', 'HAE WOONDAE KOREAN', 'KING KABAB', 'LAWP ARCHITECTURE',
                 'MATTHEW L. ROSSETTI ARCHITECT PC', 'GREEN BEAN CAFT', 'COLINA BAY INC', 'DIPROPERZIO & MALLIA, LLP',
                 "TACO'S AL", 'NY ENGINEERS', 'SHANGHAI GOURMET', 'JING WOK KITCHEN INC', 'GIBBONS ENGINEERING, P.C.',
                 'FORMACTIV', 'SEAFLOWER FISH MARKET INC.', 'APPLEBEES', '922 DELI GRILL', 'NO. 8 CHINESE',
                 "KINARA'S II", 'WILLIAM LENART, ARCHITECT, PLLC', 'INDIAN TANPURA', 'LILI AND  LOO',
                 'SIS DESIGN STUDIO', 'SALEH & ASSOCIATES', 'CROWN ARCHITECTURE AND CONSULTING',
                 'THE SUSTAINABLE SPACE', 'LUCKY STAR CHINESE', 'MEXICOCINA', 'DOLCINO', 'CHINA HOUSE RESTAURANT',
                 'STUDIO GALLOS', 'CHEZ OSKAR', 'SUSHI SAMBAS', 'A SPICE LANE INDIAN CUISINE',
                 'CHINELOS II DELI GROCERY', 'PANDA KING', 'ATELIER NY ARCHITECTURE', 'MH GROCERY', 'TAPPO', '<NAME>',
                 'KUM SUSHI', 'POPULOUS', 'ORGANIQUE', 'YAN GAO', 'SUNLIGHT', 'DON ANGIE', 'PENNA ARCHITECT,P.C.',
                 'GRAN VARIEDAD DE ALMUERZOS', 'MEE NOODLE SHOP & GRILL', 'HY PE STRUCTURAL ENGINEERING',
                 'ADRIAN TOLBARU ARCHITECT', 'NDNY ARCHITECTURE + DESIGN PLLC', 'CAFE BOULUD',
                 'BOAZ M. GOLANI ARCHITECT', 'MESZAROS ENGINEERING PLLC', 'LL ENGINEERING PC',
                 'WINTON GROUP ARCHITECTURE', "FABIANE'S CAFE & PASTRY", 'TA<NAME>AI', 'ESPRESSO PIZZERIA',
                 '10TH AVENUE COOKSHOP', 'A. CAPRIO DESIGN, INC.', 'HABANA TO GO',
                 'T.F. CUSANELLI & FILLETTI ARCHITECT', 'SELLDORF', 'GPD ENGINEERING AND ARCHITECTURE PR',
                 'TRUFA RESTAURANT', 'ARBOR BISTRO', 'BAUER DERMEL ARCHITECT', 'CENTURY TESTING & CONSULTING',
                 'BONO TRATTORIO', 'DAVID SMOTRICH & PARTNERS LLP', 'CAFETAL', "HELL'S CHICKEN",
                 '138TH STREET DELI GROCERY', 'CRAFT RESTAURANT', 'QI THAI GRILL',
                 'STREET CONSULTING ENGINEERING, P.C.', 'SHANGHAI PAVILLION', '<NAME>, P.E.', "SAL'S PIZZERIA",
                 'EL PASO TAQUERIA TO GO', 'DELECTICA', 'CURRY -YA', 'TOP 1 SUSHI WANG', 'AL FORNO',
                 'MURAT MUTLU ARCHITECT', "CAPTAIN DAN'S GOOD TIME TAVERN", 'SYLVESTER R. YAVANA, ARCHITECT',
                 'DEWBERRY ENGINEERS INC.', 'AGNANTI', 'CURRY HEIGHTS', 'RED BOWL', 'CIAO', 'MORANDI',
                 'CS ENGINEERING, PC', 'SUNSTONE TORTILLAS EXPRESS', "GINO'S RESTAURANT", 'MASSAND GROUP',
                 'GRAND SICHUAN 74', 'CERVER DESIGN STUDIO', 'CHARLIE MOM', 'CHINA RED', 'THAI CAF\xc9', "FRANCO'S",
                 "CHERYL'S GLOBAL SOUL", 'ROHM THAI', 'AE DESIGN SOLUTION INC', '2 AVENUE DELI', 'RHONG TIAM',
                 'DER SCHWARZE KOELNER', 'RAKSHAN MALEK ASSOCIATES', 'SHANGHAI MONG', 'A & A MARKET & DELI',
                 'DEROSIER ENGINEERING, LLC', 'GRAND SICHUAN HOUSE', 'JOHNNY PIZZA', 'ALIADA', 'PRINCESS PIZZERIA',
                 'MYRTLE BAGEL', 'CHRISTOPHER V. PAPA ARCHITECT, PC', 'CAFE MOFONGO', 'CHINA THAI CHINESE RESTAURANT',
                 'OPA GREEK', 'LA VELA CUCINA ITALIANA', 'RIKE TECH ASSOCIATES LLC', 'GOTHAM CAFE', 'NO 1 FAMILY DRUM',
                 'DISANO CONSTRUCTION CO., INC.', '<NAME>', '<NAME>', 'CAFE RUSTICO II',
                 'POLASH', 'JACOBS CIVIL CONSULTANTS', 'KIT MIDDLETON ARCHITECT PC', 'NEW MING GARDEN', 'MOJAVENUE',
                 'BOB WHITE', 'MINI DELI', 'BODRUM MEDITERANEAN RESTAURANT', 'TALLGRASS BURGER',
                 "BUDDY'S BURRITO & TACO BAR", "JIMMY'S PALACE", 'BRICKLANE CURRY HOUSE',
                 "JOHN & JOE'S PIZZERIA AND RESTAURANT", 'MAIDEN LANE WINE & LIQUOR', 'WILD EDIBLES',
                 'SEARS TAMBASCO ARCHITECTURE', 'CATAPANO ENGINEERING PC', 'TANGS GARDEN', "DANIEL O'CONNOR ARCHITECTS",
                 'COPPOLAS', 'SUNNY & ANNIE DELI', 'HI NOODLE', 'PERLARS ROAST DUCK', 'EP ENGINEERING', 'BETTOLA',
                 'AJ ISAL JAPANESE FUSION', 'HUA LONG RESTAURANT', '<NAME>', '<NAME>',
                 'GOLOSI PIZZA', 'LUTHERAN HALAL', 'L&M', '<NAME>', 'DEWBERRY ENGINEERS INC', 'BHATTI',
                 'LUV-N-OVEN PIZZA', 'GARRETT SINGER ARCHITECTS', 'CURRY & TANDOOR', 'AJI SAI', 'CAFE CLEMENTINE',
                 'IRON CHEF HOUSE', 'EUGENE KHANANOV AIA', '624 KAM HAI CHINESE FOOD', 'GRACIES CAFE',
                 'JWC ARCHITECT ENGINEER, DPC', 'DANIEL ODIGIE', 'ZANTE DELI', '<NAME> RA', 'TIMMYS', 'OSHA',
                 'LA FIESTA', 'SING WOK KITCHEN', 'STONEHILL & TAYLOR ARCHITECT PC',
                 'AUFGANG + SUBOTOVSKY ARCHITECTURE &', 'PITA PRESS', 'AJI JAPANESE CUISINE', 'GO GREEN',
                 'JACOBSEN & HORAN ENGINEERING, P.C.', 'TURKUAZ RESTAURANT', 'RESTAURANT TEPANGO', 'ZOOB ZIB',
                 'FRIEDMAN, PE', 'JAHMAL SABAHA CONSULTING ENGINEER', 'USKUDAR', 'PIZZA PARADISE RESTAURANT',
                 'SHAWARMA', 'DOS TOROS', 'CORRADO', 'HAPPY GARDEN PALACE', 'PINNER ARCHITECTURE PLLC',
                 'LITTLE ITALY PIZZERIA', 'WONG ARCHITECT', 'P&M CLASSIC PIZZA', 'VIVE LA CREPE',
                 'AR CONSULTING ENGINEER', 'HUNAN DELIGHT', 'LAUFS ENGINEERING DESIGN', 'NEW CITY', 'NEW HONG KONG',
                 'SUMO', 'PLATONIC SOLIDS ARCHITECTURE PC', 'FIRE HOUSE', 'A.M.A HOLDINGS INC', 'INDIAN TAJ',
                 'LA MORA DA MEXICAN RESTAURANT', 'HAMANN ENGINEERING, PLLC', '88 ORCHARD', 'BENITO ONE',
                 'JOON SEAFOOD', 'PROGRESS', 'JO<NAME>, A.I.A., ARCHITECT', 'EVERGREEN ASIAN',
                 'S&S WHOLESOME FOODS', 'PIZZA PRINCE', "PETER'S SINCE 1969", 'GABY TCHILINGUIRIAN R.A.', 'TACO TODAY',
                 'ARCHITECTURA', 'POSTO', 'OZU RESTAURANT', 'GRAMERCY BAGELS', 'TAQUERIA EL FOGON', 'COCU', 'OAXACO',
                 'HEITLER HOUSTOUN ARCHITECTS', "D'ALEO'S PIZZERIA", 'HAI-HACHI', 'NATURE WORKS', 'WING HING',
                 'ANTHONY CUCICH  ARCHITECT', 'XING XING', 'BLACK BURGER', 'ABEJA ENGINEERING PLLC',
                 'CHARLES SCHMITT ARCHITECTS', 'TASTY DELI', 'TROPICAL SENSATION', 'EL LOCO BURRITO', 'ANTIKA PIZZERIA',
                 'NS ENGINEERS, P.C.', 'BAR PRIMI', 'GRAMERCY CAF\xc9', 'MI ESTRELLA', 'SWEET YUMMY HOUSE', 'BITE',
                 'CYCLE ARCHITECTURE PLLC', 'TOPOS DESIGNS, INC.', 'DANDANA CAFE', 'NEW HARDEE CHINESE RESTAURANT',
                 'PBDW ARCHITECTS', 'CHELSEA WINE CELLAR', 'AJ PIZZA', 'WINE HEAVENUEN', 'PANDA DELIGHT',
                 'GOURMET PIZZA', 'LENWICH', 'LOS PRIMOS RESTAURANT', "E'S BAR", 'ADVANCED ENGINEERING & INSPECTION,',
                 'PCS ENGINEERING', 'GETTING HUNGRY', 'THE DESIGN ALLIANCE', 'RONG HUA', 'BISTRO NOMAD',
                 'M.S. SAVANI ARCHITECT, PC', 'EMPHASIS RESTAURANT CAFE', 'SULLIVAN CLEANERS',
                 'KING WOK CHINESE & MEXICAN CUISINE', 'PEPE GIALLO', 'IGLOO CAFE', 'LANDMARK PANCAKE HOUSE',
                 'ASHOKA GRILL', 'ADANA GRILL', 'NUBI SUSHI', 'PAPAYA KING', 'PATUXENT ENGINEERING, LLC',
                 'VIV RESTAURANT', 'SAI THAI KITCHEN', 'RICE-N-BEANS', 'EL PORTON', 'BECO', 'HAI SUN RESTAURANT',
                 'CROWN GRILL & SALAD', 'POLONCIA', 'THE GRILL', 'CHRIS PONISI, ARCHITECT', '<NAME>',
                 '<NAME>', 'WESTGATE CLEANERS', 'RED STAR SANDWICH SHOP', 'CASA BELLA RESTAURANT', 'BEIJING',
                 'GRK FRESH GREEK', "<NAME>", '<NAME> & ASSOC.', 'CAFE 82', 'HAMPTON MARKET',
                 'LIQUITERIA CHELSEA', 'MOON HOUSE', 'HOO MOOS ASLI', '<NAME>',
                 'KRYPTON ENGINEERING, PLLC', '<NAME>', '94 CORNER CAFE', '44&X-HELLS KITCHEN', 'BELLINI',
                 'OCV ARCHITECHTS', 'BARFLY', 'MADANGSOL', 'HUANG JIA', "CALIXTO'S COFFEE SHOP", 'TACO CHOLO',
                 '<NAME>', 'OLD SICHUAN CUISINE', 'JUICE PRESS', 'COURT ORDER',
                 "GINA'S PIZZERIA & DELI RESTAURANT", 'THE H ARCHITECTS LLC', 'TAMBA', '<NAME>',
                 'BEST BUY', 'DTLS.ARCHITECTURE', 'PIZZA BOSS', 'NEW SING SHENG', 'SUSHI OF GARI', 'NEW AROMA',
                 'FMC ENGINEERING', 'BEYOGLU', 'LA PIZZA & CONVENIENCE', 'COGGAN + CRAWFORD ARCHITECTURE + DE',
                 'GENET PLUMBING AND HEATING CORP.', 'LU NING ARCHITECTURE, PLLC', 'LEGOURMET',
                 'MEDITERRANEAN TURKISH GRILL', 'CALIENTE CAB CO', 'L. SIMCHICK & CO PRIME MEATS',
                 'HOWARD I. SHAPIRO & ASSOCIATES, PC', "AM ARCHITECT'S STUDIO", 'CORRADO BAKERY', 'HONG KONG KITCHEN',
                 '1967', '<NAME> & ASSOCIATES CONS', 'PEGUSUS COFFEE SHOP',
                 'SEC CONSULTING & EXPEDITING SERVICE', 'BOMBAY MASALA', "JOHN'<NAME>", 'SQUIRES', 'HOT SICHUAN',
                 'CAFE CITANE', 'SAM MATHER ARCHITECT', 'ASELLINA', "PANCHO'S", '<NAME>', 'GRADISCA',
                 'PROFIT CHINESE', "ARTICHOKE BASILLE'S PIZZA", 'BERTS RESTAURANT & CATERING SERVICES', 'ZEST',
                 'FRESC TORTILLAS', 'NEW KAM LAS', 'MARILU PIZZA', 'MID CHINA', 'KIKO', 'DARLINGS', 'GREAT WALL',
                 'BAGEL BASKET', 'NORTH STAR CAF\xc9', 'CTA ARCHITECTS P.C.', 'BONSIGNORE ARCHITECTS, PC', 'LA STRADA',
                 'BASIC GROUPS CORP', 'BAGELS & CAFE', 'PARK LUNCHEONETTE, INC.', "ST. ANN'S CAFE", "POP'S",
                 'BROOKLYN CONSTRUCTION MANAGEMENT LL', 'DAO PALATE', 'EL REY DE LA CARIDAD', 'H2H GROUP', 'FRESH TACO',
                 'LA PECORA BIANCA', 'PARIS', 'NEW BOE SUN', 'NEW SPRING GARDEN', 'ARRIBA ARRIBA', 'CANTEEN',
                 'RANCH MARKET', '<NAME>', 'NEWMAN DESIGN ARCHITECTS PLLC', 'CHIMICHURRI GRILL',
                 'FAMILY CORNER', 'LEX GOURMET', 'AGUITEKTURA LLC', 'GYRO CAFE', 'PAKASTAN TEA HOUSE', "HECTOR'S CAFE",
                 'CHANG WONG', 'CONDE STEAK HOUSE', 'TERRA PRETA ARCHITECTS', 'SZECHUAN GOURMET',
                 'JUNG H. CHOI ARCHITECT, P.C.', "LUCKY'S", '<NAME>', 'AT THE WALLACE', "BROTHER'S PIZZA",
                 'HOLLAND COURT MEAT MARKET', 'HILL COUNTRY', 'LA SAVANE', 'NUEVO TACOS ALSUADERO',
                 'BEN HERZOG ARCHITECT, PC', 'CORPORATE DESIGN OF AMERICA, P.C.', 'NEW ASIA RESTAURANT', 'DYNASTY',
                 'BZ GRILL', 'KENNETH THOMAS, P.E.', 'SANDWICH HOUSE', 'COSMIC DINER', 'BLUARCH LLC', 'CHARLESTON',
                 'GEORGE SIGALOS, P.E.', 'FRESH WOK', 'DA NICO RESTAURANT', 'FU XING CHINESE RESTAURANT',
                 "AMIR'S GRILL", 'AGED', 'BREAD BROTHERS III', 'SEDUTTO', 'KINGS PHARMARCY', '5 STAR',
                 'HANCI TURKISH CUISINE', 'NAZZARENO CALLIPO P.E.', 'SHAKA', "AMELIA'S RESTAURANT", 'AR ARCHITECT PC',
                 'PETER PIZZIMENTI ARCHITECT', 'DANKANN ARCHITECTURE INC.', 'GALICIA RESTAURANT',
                 'LOMBARDO PROFESSIONAL ENGINEERING', 'BLUE SKY DESIGN, INC.', '<NAME>',
                 'IJKIM ARCHITECT PLLC', '<NAME>', 'EL KUCHO MEXICAN RESTAURANT LLC', 'CHAR<NAME>',
                 'ADNAN ENGINEERING, PC', "JACK'S SLIDER AND SUSHI", 'SLICE & CO', 'KING PALACE',
                 'FIRST & FIRST FINEST DELI', 'MEXICAN CUISINE', 'HESHAM ELSHAMY', 'PALERMO PIZZA',
                 'NYC DEPT. OF PARKS & RECREATION', 'CASABEL TAQUERIA', 'ROYAL PIZZA NEW YORK', 'THE COPPER STILL',
                 'UNIVERSAL BUILDERS SUPPLY, INC.', '<NAME>.', '<NAME>', 'WW ENGINEERING PLLC', 'GREENBERGFARROW',
                 'NEW 211 TACO GRILL', "DOMINO'S", 'A+THAI PLACE', 'WONDEE SLAM', 'BROOKLYN CAFE', 'INOV ENGINEERS LLC',
                 'A LA TURKA', 'LANGAN ENGINEERING, ENVIRONMENTAL,', 'ANGELO', 'CITY CONSULTANT ENGINEERING, PLLC',
                 'PIZZA PETES', 'THOMAS PIZZA', 'TAJIN MEXICAN RESTAURANT', 'SUNRISE', 'LIBERTY DINER', 'PURBIRD',
                 'SULLIVAN GROUP DESIGN LLC', 'BO<NAME>', '<NAME>', 'EDIBLE ARRANGMENTS', 'PEPPINO PIZZA',
                 'MICHAEL DEPASQUALE, ARCHITECT', 'JOHN SCHIMENTI, P.C. ARCHITECT', 'LOCI ARCHITECTURE PC',
                 '88ST DINER', '<NAME>', '<NAME>', '<NAME> 8', 'DULCE VIDA CAF\xc9', 'NORTHERN SPY',
                 'NEW CHINATOWN', 'GOLDEN WOKS', 'K & H DELI', 'DESIGN GROUP IN H&K LLC', 'BISTRO CASSIS', 'DA ANDREA',
                 "AI'S SUSHI", 'MIXXED GRILL AND JUICE BAR', 'TUCK SHOP', 'KELLEY & PING', 'ROBERT SIQECA PE',
                 'TOTO + VUJINOVIC ARCHITECTS', 'MIZU', 'GEORGE ARGIRIS ARCHITECT', 'SOFIA MEXICAN RESTAURANT',
                 '1+1 DESIGN STUDIO LLC', 'MARRAKECH DOOR', 'AYURVEDA CAFE', 'ISLAND SALAD',
                 'MEXICAN RESTAURANT DIAMANTE POBLANO', 'GREEN LAKE', 'MANHATTAN 3 DECKER', '11 AVENUE FOOD CORP',
                 'TULCINGO DEL VALLE MEXICAN CUISINE', "AMELIA'S  RESTAURANT COFFEE SHOP", 'NEW FOOD KING',
                 '<NAME>', 'JCT DEVELOPMENT NY, INC.', '<NAME>', 'BALZEM', 'BEDOUIN TENT', 'PITA EXPRESS',
                 'SLICE & CO PIZZA BRICK-OVEN PIZZA, INC', 'JIN', 'INDIA PALACE', 'GRACE II CHINESE RESTAURANT',
                 'PICNIC FOOD', 'CLEOPATRAS NEEDLE', '2LS CONSULTING ENGINEERING, PC', "GEORGE'S RESTAURANT",
                 'JOHANA RESTAURANT', 'BARE BURGER', 'BENVENTURO CAFE', 'DRAGON TOWN', 'THE CUSTOM HOUSE', 'BRINDLE',
                 'PAPA JOHNS', 'SANDI LIPSHITZ HACOHEN ARCHITECT', 'PEAK', 'A & C KITCHEN', "BIRDY'S", 'AGORA',
                 "<NAME>", 'BAREBURGER', 'NAPACH DESIGN GROUP', 'CE ARCHITECT, PLLC', 'PRUDIGM ENGINEERING LLC',
                 '<NAME>.', 'VYNL', 'BANZO BAR', 'ENOTECA ON COURT', 'ASIAN & HAMACHI', 'CT WINE BAR',
                 'I LOVE NY PIZZA', 'TABLE 87', 'AG KITCHEN', 'EMPORIUM BRASIL', 'CHICKEN DELI',
                 'THE NEW BLACK ARCHITECTURE AND DESI', 'HNY CONSULTING ENGINEERS LLC', 'JING FU HOUSE',
                 '<NAME>, P.E.', 'MOZZARELIS', 'ABECA SUSHI', 'CAFE NUNEZ', 'HAPPY FEET PET SHOP',
                 'AMSTERDAM BURGER CO.', 'DYCKMAN EXPRESS RESTAURANT', 'CUCINA VIVOLO', 'PACE ENGINEERING P.C.',
                 'AFM INSPECTIONS & ENGINEERING, PLLC', '<NAME>', 'THE CAFE GRIND', 'LOBELS',
                 "LOS POLLITO'S", 'A-WAH', 'ADORO LEI', 'SCAGLIONE ARCHITECTS', 'PHILIP HABIB & ASSOCIATES',
                 'QQ STAR CHINESE FOOD', 'RED APPLE FAST FOOD', 'BRICKHOUSE PIZZERIA', 'FU SING', 'LARB UBOL',
                 'JOSELOW & ASSOCIATES', 'HAN BAT', 'ISSA KHORASANCHI P.E.', 'SING FEI',
                 'SOUTHPORT ENGINEERING ASSOCIATES, P', '<NAME>', '<NAME>',
                 'BREEZE THAI FRENCH KITCHEN', 'ANTONUCCI', "GINO'S PIZZERIA & RESTAURANT", 'PLENTY',
                 "D'ANTONIO CONSULTING ENGINEERS", 'BOMBAY GRILL HOUSE', 'NEW MING LIANG', 'BARKING DOG NYC',
                 'LE FRENCH DINER', 'CHARLEY ST.', 'ARIYOSHI', 'POP PUB', 'DINOSAUR BAR-B-QUE', 'MILANOS PIZZA',
                 "LIN'S GARDEN", '<NAME>', 'ALI HAMOUDEH', 'FINE EX SCHAPIRO', 'HALSEY MCCORMACK & HELMER',
                 'SUNNYSIDE TACO', "AMY'S BREAD", 'PICK/EAT', "IVY'S BISTRO", "LIBERATO'S PIZZA", 'FORTUNE KITCHEN',
                 'NYCSCA', 'NONNO GOURMET', 'MQ CONSULTING, LLC', 'GO-GO-GI', 'INFOCUS DESIGN AND PLANNING PC',
                 'VENTROP ENGINEERING CONSULTING GROU', 'GOODFELLAS', 'DIEGO AGUILERA ARCHITECTS P.C.', 'SOOK',
                 'JUNIPER', 'LA LOCANDA RESTAURANT', 'MITOUSHI SUSHI', 'TEPEYAC', '<NAME>', '<NAME>',
                 '<NAME>', '<NAME> & ASSOCIATES', 'JUST CONSULTING ENGINEERING PLLC',
                 'LIBERATO', 'HBC ARCHITECTS', 'BENELUX', 'NO 1 WOK', 'ROCCANOVA ENGINEERING', 'ONION',
                 'ARC-HI-TECT ASSOCIATE INC', '<NAME>', 'SZECHUAN KITCHEN', 'YUMMY CHINESE RESTAURANT',
                 'CA<NAME>', "LILI'S ASIAN CUISINE", 'FRENCH & PARRELLO ASSOCIATES', '5 STAR RESTAURANT',
                 'BAR COASTAL', 'GOLDEN FLOWER', "JEROME'S PIZZA & RESTAURANT", 'ICOR ASSOCIATES', 'ITALIAN PIZZA',
                 'G. PEROTTO ASSOCIATES', '<NAME>', 'SUNSET PARK DINER & DONUTS', "JACK'S WIFE FREDA",
                 'KING ARCHITECT, PLLC', "ADRIENNE'S", 'NIZA WORKS OF ARCHITECTURE PLLC', 'DELTA GRILL',
                 'JARMEL KIZEL ARCHITECTS AND ENGINEE', 'MATAMOROS', '<NAME>', 'ARCHITECTURE DESIGN, PLLC',
                 'THE CEDARS GROUP, INCORPORATED- CON', 'KINGS PHARMACY', 'BAM ARCHITECTURE STUDIO, DPC',
                 'PEARL OF CHINA', 'M<NAME>', 'DAVENUES GOURMET', 'SING HING RESTAURANT', 'STATION DESIGN INC.',
                 'CO4ARCHITECTURE.PC', "<NAME>,R.A.", 'CMC DESIGN ARCHITECT, P.C.', "LITTLE LUZZO'S",
                 'CHEF ANDREA', "MILLY'S PIZZERIA", 'LINKS', 'SAFWAY ATLANTIC LLC', 'M. JUST ARCHITECTURE PC',
                 'ROHAN ENGINEERING, PC', 'BAR<NAME>', 'J & J HOT FOOD AND SALAD', 'UNIVERSAL ENGINEERING SERVICES, P.C',
                 'BEYER BLINDER BELLE ARCHITECTS & PL', 'GRAND STREET DELI', 'JEFFREY COLE ARCHITECTS',
                 "CHEECH & PEPPE'S", 'GOURMET UNLIMITED', 'THE FAMOUS CHICKEN PLACE', "GIACOMO'S", 'BEANOCCHIOS CAFE',
                 'KARAM', '<NAME>', '<NAME>', 'KON HO LEE CONSULTING ENGINEER PLLC',
                 'ECUATORIANA RESTAURANT', 'E/S/C #255', 'SPICE', 'CHELSEA SQUARE', 'DON PEPE',
                 'ALL IN PERMIT CONSULTANTS, INC.', 'MENACHEM MOSTER', "MAWGANARO'S HEROBOY", 'DKALABASH', 'PEACOCK',
                 'NUEVO PALACIO CHINO', 'ANCHOI', 'DUTCH KILLS CENTRAAL', 'NORTHEAST TOWER SURVEYING, INC.', 'TANAKA',
                 'JAMES HARB ARCHITECTS', 'CHANGE HWA TAN', 'ROMAS PIZZA', "GANNI'S PIZZA", 'LOS AMIGOS',
                 'STUDIO C ARCHITECTS, PLLC.', 'BELLA GRAIDINA', 'CEVICHERIA EL REY RESTAURANT',
                 'DHD ARCHITECTURE DESIGN PLLC', 'VOLLMUTH & BRUSH', 'BAR BRUNO', 'DESIGN42 ARCHITECTURE, LLC',
                 'N.Y. JUMBO BAGELS & BIALYS INC', 'LIME JUNGLE', 'CEASARS PALACE PIZZA', 'MIDNIGHT EXPRESS',
                 'ENGINEER', 'LEE KANTOR, P.E.', 'LOS MOLCA', 'CHINA ONE', 'JOE JUNIOR', 'SH DUMPLING NOODLE',
                 'SUN WAH', 'CROWN DEIGN AND CONSULTING', 'ACHESON DOYLE PARTNERS ARCHITECTS', 'SYED ENGINEERING, P.C.',
                 'THAI TERMINAL', 'V+B ARCHITECTURE URBAN PLANNING LLP', 'NEW SIDE STREET DELI',
                 'STRIGA ARCHITECTURE, PLLC', 'EL PENACHO', '<NAME>', 'MOMO CAFE', '<NAME>',
                 '<NAME>', '1950', 'BAALBAKI & ASSOCIATES ENGINEERING P', 'CIVIL DESIGN WORKS LLC',
                 'ROYAL KINGS', 'EXCELLENT TASTE RESTAURANT', 'LA FIESTA RESTAURANT',
                 'LOS GIRASOLES MEXICAN RESTAURANT', 'CALVANICO ASSOCIATES A&E PC', 'LENOX HILL GRILL', "POM'S FISH",
                 'LE PAIN QUOTIDIEN', 'NEW WAH RESTAURANT', 'LEE KITCHEN', '<NAME>', 'KIRAN INDIAN', 'KOKO WINGS',
                 'GRANT ENGINEERING', 'DEFONTES', 'ROUTE 66 CAFE', 'HAPPY DAYS', 'CORNELIA STREET CAFE  S/C #480',
                 'EXCELLENT DUMPLING HOUSE', 'POPULACE CAFE', 'EL TORO TAQUERIA', '181 CABRINI', 'WHISKERS', 'ROBLES',
                 'CAFE CORTADITO', 'DELILLO PASTRY SHOP', 'NYONYA MALAYSIAN CUISINE', 'HI-LIFE RESTAURANT & LOUNGE',
                 "LAZZARA'S PIZZA", 'MCLAREN ENGINEERING GROUP', 'BURRITO BOX', 'MARABELLAS PIZZA', 'BROCCOLINO',
                 "NATURE'S GRILL", 'DAN JAPANESE RESTAURANT', '<NAME>', 'OMF ARCHITECT, P.C',
                 '<NAME> ARCHITECT PLLC', 'A-JIAO', '<NAME>', 'GIGINO', 'LA BOINA ROJA',
                 'LA CARIDAD 78 RESTAURANT', 'KOOL BLOO', 'NEW STAR COFFEE SHOP', 'ADAM AARON ARCHITECT PC',
                 '<NAME>', '<NAME>', 'CHIQUITITA <NAME>', 'CITISCAPE CONSULTING LTD', 'AMELIE',
                 'ANDREW FETHES ARCHITECT', 'VALERIO ASSOCIATES P.C.', 'PICNIC ON 57TH', 'QUANTUM LEAP', 'NUMERO 28',
                 'SALSA Y SALSA', 'LOS POLLITOD', 'NUMERO 28 PIZZA', '<NAME>', 'MAKANA', 'SANCTUARY',
                 'LUZ DE AMERICA RESTAURANT', 'MW PROFESSIONAL ENGINEERING, P.C.', 'ASADERO LA FOGATA', 'BOSTON PIZZA',
                 'CAFE EVERGREEN', 'OUI, OUI CREPES & PIZZA', '<NAME>', 'LAMAZOU', '<NAME>', '<NAME>',
                 'JOE & THE JUICE', 'BAR 43', 'SUPER 13', 'SHAHRISH CONSULTING LLC', '19 W. BRONX DELI', 'BAR 180',
                 'MUMATZ', 'MILANES', 'FORTY SEVENTY-THREE, LLC', 'MARIN ARCHITECTS, P.C.', 'USULUTECO RESTAURANT',
                 "ROSSY'S BAKERY", 'INDUS VALLEY', 'BAGELS ON THE SQUARE', 'WEST WAY DINER - RESTAURANT', 'ZABB ELEE',
                 'EL PONTOU', 'MARCO POLO RISTORANTE', 'AKRF INC.', 'CAFE ROMA', 'FAVELA CUBANA',
                 'MARIO A. CANTEROS ARCHITECT, P.C.', 'BAI LI CHINESE RESTAURANT', 'KM ENGINEERING, D.P.C.',
                 'NEW FUN SING RESTAURANT', 'POMODORO RISTORANTT', 'GARLIC', 'AJR ARCHITECTURE, PC',
                 'DESIGN CONCEPTS ARCHITECTS, AIA', '<NAME>', 'BELLA LUNA', 'KARMA RESTAURANT', "GRACIE'S",
                 'DOUGHBOYS PIZZA', "CENT'ANNI", 'RANCH', 'DANIEL HOM P.E.', 'LA DINASTIA', 'JENG ARCHITECT',
                 'RITZ DINER', '<NAME>, PE', 'BARK', 'MASAMOT', 'STUDIO CASTELLANO', 'FPM GROUP', 'LA COCINA',
                 'WID CHAPMAN ARCHITECTS', 'SOUVLAK', 'HAPPY WORLD CHINESE RESTAURANT', 'MR. BIGGS',
                 'RLM ENGINEERING PLLC', 'MARGON', 'MEGA BITES DINER', '<NAME>', 'SCHILLERS',
                 'GALLITO KITCHEN MEXICAN URBAN CUISINE', 'ASLAM', 'TRATTORIA', 'MARIACHI', 'FLATBUSH LATIN GRILL',
                 'TERRACE FISH & CHIPS', 'AMA CONSULTING ENGINEERS PC', 'SHIH LEE', 'TASTY FAST FOOD',
                 "WHO'S YOUR DADDY", 'HANABI', 'GELU DURUS MUSICA', 'FUJIYAMA', 'BUCA', 'TIEN LUNG',
                 'CRAGNOLIN ENGINEERING AND DESIGN AS', 'HEALTH SOURCE', "DOC WATSON'S", '111 HUDSON MARKET',
                 'BAKERY & DELI', 'ABUMI', 'MAMAJUANA CAFE', 'FALAFEL OFF THE KORNER', "LOLITA'S MEXICAN", 'AMURA',
                 'CARNIVAL HOUSE', "PAPA JOHN'S", 'L AND C ASSOCIATES', 'MEGA 53', 'SAN LOCO', 'ETNA CONSULTING',
                 '216 GOOD JOY CHINESE RESTAURANT', 'RAFAELLA CAFE', 'DUKES', 'JOEY PEPPERONI PIZZA', 'WGC SOLUTIONS',
                 "BONNIE'S GRILL", 'SUSHI OF GARG46', 'ROBERT SILMAN ASSOC STRUCT ENG DPC', 'ZHENG & ASSOCIATES LLC',
                 'BUILDING ENGINEERING SYSTEMS PLLC', '<NAME>', "MAMA'S FAMOUS PIZZA",
                 'MG NEW YORK ARCHITECTS,PLLC', 'PLAN B ENGINEERING', 'C.M. RABINOVITCH ARCHITECTS',
                 'CO ADAPTIVE ARCHITECTURE PLLC', 'ARTUROS PIZZA', 'BIER INTERNATIONAL HARLEM', 'IL FORNO',
                 'DYNAMIC ENGINEERING CONSULTANTS PC', '810 DELI & CAFE', 'BBSTUDIO ARCHITECTS', 'CAFFE NAPOLI',
                 'MCKAY ARCHITECTURE AND DESIGN PLLC', '<NAME>', 'NIU', 'AVISHAY I MAZOR, P.E.',
                 'AMOIA CODY ARCHITECTURE', 'NEW TING HUA CHINESE RESTAURANT', 'BAJA FRESH', 'IZUMI',
                 'HAVANA ALMA DEGUMA', 'BISTRO TEN 18', "S'MAC", '<NAME>', '<NAME>', 'CAPPUCINO CAFE',
                 'LEAN CRUST', 'HAPPY FEET PET', 'GEORGE E. BERGER & ASSOCIATES', 'STEWART ENGINEERING SERVICES, PLLC',
                 'ISLA RESTAURANT', 'BRIGITTE', 'SUNG HO SHIN ARCHITECT, PC', 'GOLDMAN COPELAND ASSOCIATES',
                 '696 GOURMET', 'FLAG-CLEAN ISLAND LTD', "PERRY'S DINER", 'TIFFIN WALLAH', 'HL SPRING GARDEN',
                 'RAFAEL VINOLY ARCHITECTS PC', '27 MORTON', 'B&A E, PC', 'MEI WEI RESTAURANT',
                 'CHOLULITA DELI & RESTAURANT', 'MAJ3STY PIZZA & DINER', 'PESCATORE', 'JI LI ASAIN FOOD INC',
                 'BLACKSTONE BAR & GRILL', 'DRAGON GARDEN INC.', 'MELS BURGER BAR', "DAVID'S BRISKET HOUSE", 'BANGKOKZ',
                 'MASAKI TERIYAKI & SUSHI', 'MERCADITO', 'EL NUEVO CARIDAD RESTAURANT', 'CORONA RESTURANT',
                 'DAVID TURNER ARCHITECT, P.C', 'HOP HAP THAI', 'TANDOOR OVEN', 'CAFE PLYMOUTH', '<NAME>',
                 'ADS & Y INC.', 'AROQA', 'DELI GRILL RESTAURANT', 'MEZZALUNA', 'MEXICOZINA', 'VEZZO',
                 "CALLIE'S TAQUERIA & TEQUILA BAR", '<NAME>', 'EVEREST', 'MIKE DUE PIZZA', 'D ZIGN STREAM INC',
                 'CONSTRUCTION MANAGEMENT & SAFETY CO', 'CHUNG HING', 'HIGHLINE PIZZERIA', 'SHARON ENGINEERING, P.C.',
                 'SEA STAR', 'MEXICAN RESTAURANT', 'CURRY IN A HURRY', 'OMAI', 'EAST HARLEM BOTTLING CO.',
                 'CHELSEA RISTORANTE', 'BUTCHER BAR SMOKEHOUSE', 'BARNYARD CHEESE SHOP', 'HOMEMADE TANGERIA',
                 'LA PEQUENA', 'PETRUS FORTUNE, PE', "JENNY'S MARKET PLACE", 'GIRASOL BAKERY',
                 'LEDER-LUIS ARCHITECTURAL DESIGN, PL', 'SAW SHACK', 'TAQUERIA GUADALUPE', 'ROSAMUNDE', 'DELI & GRILL',
                 'SALUGGI', 'EGNINEERING GROUP ASSOCIATES PC', 'CORE STATES GROUP', 'MONICA EXPEDITOR', 'CAFE MINGALA',
                 'HAPPY GARDEN RESTAURANT', 'DAMA FALAFEL', 'COLALA CHINESE & JAPANESE RESTAURANT',
                 'INGA PIRCU RESTAURANT', 'RAVAGH PERSIAN GRILL RESTAURANT', 'CAFE 86', 'REILLY TARANTINO ENGINEERING',
                 'SHE SHE PIZZERIA', 'BEIJING CHINESE RESTAURANT', 'HAPPY WOK CHINESE RESTAURANT',
                 'YONG SHENG RESTAURANT', "CHARLY'S", 'EDWARDS & ZUCK CONSULTING ENGINEERS', 'GREEBAY',
                 'SEVERUD ASSOCIATES CONSULTING ENGIN', 'PIZZA SUPREMA', 'NA', 'TASTE OF TOKYO',
                 'R.G. VANDERWEIL ENGINEERS, PC', 'DAR 525', 'AINSWORTH', 'METRO COFFEE SHOP',
                 'ARCHETYPE CONSULTANTS INC', 'TORTUGA MEXICAN FOOD', 'GOOD TASTE RESTAURANT',
                 'PLUS GROUP CONSULTING ENGINEERING,', 'LENA LATIN GRILL', 'BANGKOK GRAND PALACE', 'TARTIME', 'NIRVANA',
                 "BUBBA'S BISTRO", 'KORONET PIZZA', 'YUM YUM', 'PANCA', 'C.WALL ARCHITECTURE', 'LIBRETTOS',
                 'PIETRA SANTA', 'PATH ARCHITECTURE PC', 'LUCK THAI', 'BIG ORANGE CONSULTING INC',
                 'HO MEI CHINESE RESTAURANT', 'RAMEN THUKPA', 'KAM WAH RESTAURANT', 'MALINGO RESTAURANT & BAR',
                 'AKT ARCHITECTS', 'THREE E THAI', 'NOUVELLE', 'VESELKA', 'INSIGHT STUDIO ARCHITECTURE PC',
                 'JUDGE ARCHITECTURE, PC', 'BAY LEAF INDIAN FOOD', 'DINASTIA CHINA INC', '<NAME>, RA',
                 '<NAME>', 'KCE CONSULTING ENGINEERING PLLC', 'NU SUSHI', 'BAGATELLE',
                 'THE STEPHEN B JACOBS GROUP PC', 'FRANK COLASURDO ARCHITECTS, INC', 'RAMAKER & ASSOCIATES, INC.',
                 'ORIENTAL KITCHEN', 'ACIES ENGINEERING', 'TURKISH KITCHEN', "ANNIE'S", '<NAME>', 'AINSWORTH PARK',
                 'THAI @ LEX', 'SAKETUMI', 'OLLIES TO GO', '<NAME>', 'LOS CUENCANITOS', 'YAMASHIRO',
                 'BROTHER JIMMYS BBQ', 'MILK BURGER', 'OVELIA', 'AKO JAPANESE CUISINE', "MARIA'S BISTRO MEXICANO",
                 'NO.1 RESTAURANT', 'PUNJABI TASKA INDIAN FOOD', 'MANHATTAN DINER', '<NAME>',
                 'INFINITY DESIGN CONSULTANT INC.', 'MAOZ VEGETARIAN', 'NEW CHINA RESTAURANT', 'SULLIVAN BISTRO',
                 'WAVENUE THAI', "ELLIE'S DINER", 'THE MALT HOUSE', 'ROCKING HORSE CAF\xc9', 'CAFE GUSTO', 'PATZERIA',
                 'CIRCLE PIZZERIA', 'KI SUSHI', 'LANDMARC', 'M. ARTHUR GENSLER JR. & ASSOCIATES,', 'ETCETERA',
                 'BONCHON', 'HAAB', 'YORKSHIRE WINES', 'BOTTINO TAKE OUT', 'IN & OUT CHICKEN', 'STEP<NAME>',
                 "D'ALESSANDRO & ASSOCIATES", 'CAFFE CAFE', 'BLIND PIG', 'WALTER T. GORMAN, PE, PC',
                 'PATRON MEXICAN GRILL', 'SH ENGINEERING PLLC', 'CABRINI CAFE', 'COBA', 'TECTONIC ENGINEERING',
                 'SUN FLOWER DINER', 'STATION CAFE', 'MATCH', 'CHANG PAI', 'BAR 6', 'D<NAME>', 'GENSLER',
                 'PONGAL', "OTTO'S TACOS", 'EL RINCONCITO', 'THOMAS VELTRE. P.E., P.C.', 'CHINA ONE FRESH TACO',
                 'COTTA', '5TH FLOOR DESIGN', 'QAZ2', "HARRIET'S KITCHEN", 'MIKAKU', 'ANDREW FORMICHELLA', 'BEACH CAFE',
                 'CANTINA TAQUERIA & TEQUILA BAR', 'DIG INN SEASONAL MARKET', 'CHARLIE BIRD', "DANIELLO'S PIZZERIA",
                 'OFF SHORE RESTAURANT', 'CHINA KING RESTAURANT', 'PAUL CHRISTAKOS ARCHITECTURE',
                 'FEINGOLD AND GREGORY ARCHITECTS. PC', 'TRIMBLE ARCHITECTURE PC', 'ATAMI', 'MARKET DINER',
                 'LYCHEE HOUSE', 'ASTORIA PIZZERIA', 'ACELUCK THAI CUISINE', 'DONA BELLA PIZZA',
                 'GRAND SICHUAN EASTERN', 'JOSEPHS', 'EMPANADAS MONUMENTAL', 'PETER F. FARINELLA ARCHITECT, P.C.',
                 "BABALUCCI'S", 'BRAVO KOSHER PIZZA', 'MOTORINO PIZZERIA', 'BEERZAAR NYC', 'BRAVO PIZZA', 'LINE BAGEL',
                 'THE RAIL LINE DINER', 'GU<NAME>', 'TSS ENGINEERS', 'SANARK DESIGN & ENGINEERING D.P.C',
                 '200 FIFTH', 'FRANK R. NORA, P.E.', 'E2 PROJECT MANAGEMENT, LLC', 'UMI SUSHI',
                 'NEW YORK ENGINEERING ASSOCIATES, P.', 'LA ISLA', 'PET ARK', 'SANTA CLARITA RESTAURANT', 'BORU BORU',
                 'CHATEAU 49', 'SHUN LEE', 'CREATE & GO', 'MINGS', '<NAME>', "NEW KING'S FOOD RESTAURANT",
                 'BAGELS & MORE', 'AZOGUENITA BAKERY & RESTAURANT', 'ENGINEERING PROFESSIONAL SERVICE P.',
                 "GENA'S GRILL", 'AWASH ETHIOPIAN RESTAURANT', 'OUR EVERGREEN', 'GHANDI', 'LA DELICIA TROPICAL',
                 'BELLA VIA RESTAURANT', 'CORNER CAFE & BAKERY', 'MAR<NAME> PIZZA', 'ANZALONE ARCHITECTURE, PLLC',
                 '<NAME>', 'MEKONG', 'GRAND AVENUE PIZZA', 'SUSHI OF GARI TRIBECA', 'SANKAR K MANDAL P.E.',
                 'ARCHITECTURE PLUS INFORMATION', 'NORMAN C. LOK, MBA, P.E.', 'LCHIRO', 'KAM MAN RESTAURANT',
                 '<NAME>', 'THE MANCHESTER', 'AMITY HALL', 'ANCHOR HEIGHTS WINE BAR', "CAFE D' ALSACE",
                 'GYRO UNO PIZZA', "MANCINI'S BRICK OVEN PIZZA", 'ESCOLAS CORP', 'BETTO LEIVA', 'STAND 4',
                 'LANGAN ENGINEERING', 'PERSEPOLIS', 'GOOD BURGER', 'OI ARCHITECTURE + DESIGN PLLC',
                 'AMCOOK FUSION CUISINE', 'TABRIZ GROUP DESIGN', 'UFC CHICKEN', 'GANDHI INDIAN RESTAURANT', "CLEM'S",
                 'NEW MEXICO PLACE', 'AZ PROFESSIONAL ENGINEERING PC', 'LEGEND 72', 'PIZZA BOY', 'LA FLOR DE IZUCAR',
                 'NEW CAPITAL RESTAURANT', 'OMONIA CAFE', '3RD AVE ALE HOUSE', 'BEARDED LADY',
                 'ANDREW BERMAN ARCHITECT PLLC', 'FATTY FISH', 'ESTACIA', 'EMPIRE ASIAN', 'B<NAME>',
                 'TASTY KING', 'LEGRANNE CAFE', 'BURRITO', 'FRESCO 57', 'ANTOJITOS MEXICANOS', 'LA NOSTRA PIZZERIA',
                 'MAX RESTAURANT', '<NAME> & SOUL', 'SOHO CAFE & GRILL', "CARACA'S BROOKLYN",
                 'LOMA #1 RESTAURANT', "JANELLE'S CARIBBEAN AMERICAN CUISINE & BAR", 'KMP DESIGN & ENGINEERING PLLC',
                 '<NAME>, AIA', 'EMPIRE SZECHUAN', 'ADRIATIC PIZZA', 'BBQ DALLAS', 'MAMMA MIA',
                 'EL PUERTO MEXICANO', "ROCCO'S CALAMARI", 'BURGERFI', 'D & D COFFEE SHOP', 'KNF SERVICES CROP',
                 "FRATELLI'S", 'MAD DOG', 'EL MIO CID', 'FIFTH AVENUE', 'MR. BROADWAY KOSHER DELI',
                 'MICHAEL KANG ARCHITECT, P.C.', 'NOODLE VILLAGE', 'NEW KIM WEI', 'BEDMOUNT TENT',
                 'EXCELLENT PORK CHOP', 'P.S. BURGERS', 'PATSYE', 'GREAT WALL RESTAURANT', 'MI CASA', 'TKA STUDIO',
                 'RASA', "ELLARY'S GREENS", 'CENTEK ENGINEERING, INC.', 'CHINA MOON', 'CUCINA BENE',
                 "SAMMY'S NOODLE SHOP", 'M B KIM ARCHITECT P C', 'BLUESTONE LANE', 'BRICK OVEN PIZZA 33',
                 'SHUN LEE PALACE', 'MA-N-POP SOUL FOOD', 'HOP WON', 'SEO ARCHITECT PLLC', 'VERMICELLI',
                 'TAMAYO ARCHITECTS, P.C.', 'EAT', 'COSENTINI ASSOCIATES', 'BISTRO 61', 'COW GIRL',
                 'REYES MEXICAN DELI', 'IMA ENGINEERING PC', '1 AYAMA', 'BAGELSMITH', 'FRESCO TORTILLAS & LLC',
                 'WOK WOK', 'LA GRANJA', 'KAYMIL', 'ANTHONY MORALI ARCHITECT PLLC', 'FOOD SING', "ROSELLA'S PIZZERIA",
                 'BUFF PATTY RESTAURANT & BAKERY', 'BRIDE VIEW DINER', 'LA ESQUINA', 'KING ROYAL FRIED CHICKEN',
                 'VINNYS PIZZERIA', 'CAFE HIMALAYA', 'EL POLLITO MEXICANO', 'JG NEUKOMM ARCHITECTURE',
                 'DAL H CHUN ENGINEER PC', 'STAGE DOOR DELI', 'ROYAL CONST. PROF. SERVI. P.C.',
                 'RAJAKARUNA & ETTLINGER P.C.', "SAHARA'S", 'GF55 PARTNERS', "FRANK'S TRATTORIA/FELIPE'S PIZZA",
                 "EL NUEVO POLLO'S", "GEORGIA'S EAST SIDE BBQ", 'BUILDING ON BOND', 'DELICIAS CUENCANAS RESTAURANT',
                 'MKM LANDSCAPE ARCHITECTURE', 'GEORGIOS COUNTRY GRILL', 'LENOX HILL PIZZA', 'FRIENDS PIZZA CAFE',
                 'ASHOKA', 'DAVID PIZZA', "LUKE'S PIZZA", 'OKI', 'ATMOSPHERE DESIGN & ARCH PLLC',
                 'MEI WEI HONG KONG RESTAURANT', "COSMO'S", 'Z & T ENGINEERING, P.C.', 'SONGKRAN', 'BONSIGNOUR CAFE',
                 'GREEN LEAVES CHINESE RESTAURANT', 'SAUL DAVID HAYUTIN ARCHITECTS', 'SHANGHAI CHINESE', 'BIBLIO',
                 'JOHNS RESTAURANT', "DOMINIO'S", 'DOMANI TECHNICAL & DESIGN SERVICES', 'MOORE ASSOCIATE, LLC',
                 '<NAME>', 'STONEFIELD ENGINEERING & DESIGN, LL', 'FURMAN & FURMAN ARCHITECTS',
                 'DOKEBI BAR & GRILL', 'AKELIUS REAL ESTATE MANAGEMENT LLC', 'MOON CAKE FOODS',
                 'FLUSHING ENGINEERING SERVICE', 'FMC ENGINEERING, PC', 'HAPPY RESTAURANT', '<NAME>',
                 'EL VIEJO YAYO', 'KOREAN EXPRESS', 'LIDO', 'CITY BUILDING ARCHITECT P.C.', '<NAME>',
                 'AGE ENGINEERING, LLC', 'SILVER GARDEN', 'RAIN', 'JAPANESE NOMADO 33', 'CUONO ENGINEERING',
                 'EAST BROADWAY RESTAURANT', 'BLT PRIME', "GIOVANNI'S PIZZA", 'SEA BREEZE', 'BAGELS & SCHMEAR',
                 'PDMS DESIGN GROUP', 'SANTE FE', 'FRS CONSTRUCTION LLC', 'ASYA', 'BLACK FOREST BROOKLYN',
                 'EDWARDS BRUNCH', 'TIMES BUILDINGS ENGINEERING SER PC', "LUU'S BAGUETTE", 'EL PEQUE\xd1O COFFEE SHOP',
                 'ONE STOP PIZZA', 'HAMILTON', 'FLAVORS HEALTHY', 'BRONZINO ENGINEERING, P.C.', 'IDEAL MINI MART',
                 'FATOOSH', 'OFFICE OF XIAO YE ZHENG, P.E.', "ARTIE'S (LLC CORN BEEF EXPRESS)", 'B CUP CAFE',
                 'BLONDIES SPORTS', 'GREAT CHINA', "LIN'S GARDEN RESTAURANT", 'CAFE ALTRO PARADISO', 'MISHIMA',
                 'ANTHONY JOHNSON ARCHITECTS', 'PHILIP HABIB & ASSOC.', 'CORNER BISTRO', 'TING HUA', 'FISH TALES',
                 'LA POSADA', 'MCALPINE ASSOCIATES ARCHITECTS PC', 'CANTEEN 82', '10TH AVE PIZZA & CAF\xc9',
                 "WIMPY'S HAMBUGER", 'KAVA', 'CAFETERIA', '<NAME>', 'MYRTLE THAI RESTAURANT', 'NEW WAH KWONG',
                 'H2 CONSULTING PE PC', 'TACO HOUSE', 'SMK ARCHITECT', 'FU LAI KITCHEN',
                 'HAPPY FAMILY CHINESE RESTAURANT', 'PROTOS', 'S K DELI MARKET', 'SAFIYA CONSULTANTS INC',
                 'NEW PEKING CHINESE RESTAURANT', 'SHAKE SHACK', '00 + CO', 'MANNYS ON 2ND', 'MEI HAO RESTAURANT',
                 '<NAME>', 'ABA ASIAN FUSION CUISINE', 'ALTIERISEBORWIEBER LLC', '<NAME>',
                 'SA<NAME>', '<NAME>', 'CEBU', "LI & LIN'S CHINA DRAGON, INC.",
                 'REVOLUTION RICKSHAWS LLC', '59 CHINA', 'THE DISH', "LVICKY'S", 'BAGEL NOSH NYC', 'CLARKS',
                 'PIZZA MERCATO', 'NIKKO', 'STOA DESIGN STUDIO LTD', 'COMMUNITY FOOD & JUICE', 'HAPPY KITCHEN',
                 '10 AVENUE WINES & LIQUORS', 'BELLA VITA', 'HOY IP', 'ANKA GRILL', 'C2B ARCHITECTS PC', 'SENOR POLLO',
                 'COCO BISTRO', 'EAST STAR', 'TACOS MATAMOROS', 'KAUKI', 'KING FOO', 'SPRING BOY', 'BAIT & HOOK',
                 'CAFFE PALERMO', 'BREAD & TULIPS', 'ASUKA', "MEL'S BURGER BAR", "KING'S KITCHEN", 'CREPES ON COLUMBUS',
                 'RUSTICA PIZZA', '<NAME>, RA', 'CERCLE ROUGE', 'Q2 THAI', 'GUSTORGANICS',
                 'BELLA NAPOLI PIZZERIA', 'A TECH ENGINEERING NYC, PLLC.', "BAYARD'S ALE HOUSE",
                 'ARCHITECTURAL SOLUTIONS', 'MULINO', 'AGOSTINO IACOBELLIS', 'SI DESIGN',
                 'ARCHITECTURE WORK OFFICE PLLC', '<NAME>', '72ND ST. BAGEL', "<NAME>", '<NAME>',
                 'TAC<NAME>', '<NAME> ENGINEERING, PC.', 'LITE BITE', 'KING DRAGON',
                 'VG ARCHITECTURE STUDIO, PLLC', 'GUTH DECONZO CONSULTING ENGINEERS,', 'NEW TACO EXPRESS',
                 'LIGHT HOUSE', 'HAMILTON DELI', 'ATOYAMA', "JUDY'S SPANISH RESTAURANT", 'NARGILA GRILL',
                 'BURGER URWAY', 'CANOA RESTAURANT', 'HI THAI', 'WARREN MEISTER ARCHITECTS, PC', 'BRISAS DEL VALLE',
                 'LORING CONSULTING ENGINEERS, INC.', 'EDO', 'HUNAN PARK', 'AKRF, INC.', 'GARFINKEL ARCHITECT ,PLLC',
                 'EAST PACIFIC PAN-ASIAN', 'TEP ENGINEERING, PLLC', 'COLUMBUS GOURMET FOOD', 'AYA SUSHI', 'GINGERS',
                 'CNY ENGINEERING P.C', 'WONG WONG NOODLE', 'H<NAME>I', '5 BROTHERS GOURMET MARKET',
                 'HOWELL BELANGER CASTELLI ARCHITECTS', 'GREENWICH GRILL', 'YEC ENGINEERING',
                 'KENNETH KOONS, ARCHITECT', 'KITARO JAPANESE', 'RAYS PIZZA', 'AAR PAN', 'NOODLE FUN',
                 'ARCADIS OF NEW YORK, INC', 'FUEL EXPRESS', '<NAME>', 'EL VIEJO GRAN CAFE', '<NAME>I',
                 '<NAME>', '<NAME>', "ORIGINAL TONY'S PIZZA", 'MAXIM', "DOMINICK'S PIZZA",
                 '<NAME>', 'V-NAM CAFE', '<NAME>', 'THE BEST PIZZA', "BULLY'S DELI", 'EL SITIO',
                 'PEACE FOOD', 'HLW INTERNATIONAL LLP', 'CHELSEA COTTAGE', 'FORCELLA', 'PRESS', 'SUN CAFE',
                 'NEW ONE CHINESE RESTAURANT', 'GAN ASIA', 'DELICIOSO', 'ANZ CONSULTING ENGINEERING, PLLC',
                 'TACOS EL PAISANITO', 'MOMOYA', 'INDETAIL ARCHITECTURAL AND ENGIN', 'SAUCE', 'NEW KAM WEI',
                 'IRMAT PHARMACY', '<NAME>', "SPEEDY'S", 'CHARLIE MOM CHINESE CUISINE', 'BROADWAY COFFEE SHOP',
                 'BOULER PFLUGER ARCHITECTS, P.C.', 'HONG KONG CHINESE RESTAURANT', 'YOAN MING GARDEN', 'VINE',
                 'ERIC SAFYAN ARCHITECT PC', '<NAME>', 'LA TRATTORIA', 'WANDEE SIAM V', 'NYX ENGINEERING, PLLC',
                 'DON PICHON RESTAURANT', '<NAME>', '<NAME>', 'JAMES JH CHAI & ASSOCIATES, LLC',
                 'THE ORIGINAL AMERICAN CHICKEN', 'NEW RANCH', 'EXPEDITION NYC', 'MR.', 'M & G', 'SY ENGINEERING PLLC',
                 'BAGEL BUFFET', 'EYAL LEVITT ARCHITECT', 'EAB ARCHITECTURAL DESIGNS, PLLC', '<NAME>', 'CONSTSCAPE',
                 'ENVIRONMENTAL ENGINEERING SOLUTIONS', 'SKIDMORE, OWINGS & MERRILL LLP',
                 'BOMBAY FAST FOOD (AKA 38 BOMBAY JUNCTION)', 'NAGOMI', '1ST EXCAVATION GROUP OF NY', 'LE GAMIN',
                 'THELEWALA', 'SUNSET COFFEE SHOP & RESTAURANT', 'SAHARA ARK', "BEARD PAPA'S", "FURRY PAW'S",
                 'CHAN YANG RESTAURANT', '67 BURGER', "PAT<NAME>'<NAME>", 'AMYLOS', "ROCCO'S PIZZA RESTAURANT",
                 'MCRB SERVICE CORP', 'MARK GOULD ARCHITECT', "MELANIE'S", 'BLACK HOUSE PUB', 'CAFE EL PORTAL',
                 'HIRANI ENGINEERING & LAND SURVEYING', 'FU WING', "SALUO'S PIZZA BAR", 'FIVE LUCK',
                 'CAFE FRIDA MEXICAN RESTAURANT', 'WESTVILLE', "ZHENG'S FAMILY GARDEN", 'AOC EAST',
                 'RAMPULLAASSOCIATES ARCHITECTS, LLP', 'THE STAGECOACH', "CLARK'S", 'DESIGN STUDIO ASSOCIATES',
                 'THAI ELEPHANT', '5 NAPKIN BURGER', "RACHEL'S", 'CHO DANG GOL', "PETE'S GRILL", "NICKY'S COFFEE SHOP",
                 '<NAME>, ARCHITECT', 'BLACKSMITH CAFE & DELICATESSEN', 'CAFE DU SULEOL', 'FA SHING',
                 "LUIGI'S PIZZA II", 'CX CONSULTING CORP', 'BREAD & BUTTER', "LEO'S BRAND BAGELS", "JIMMY'S HOUSE",
                 'Z.S. ENGINEERING, PC', 'HEIGHTS FALAFEL', 'DOV HADAS, ARCHITECT PC', 'FORMICA CONSTRUCTION,INC',
                 'MALECON RESTAURANT', 'AJANTA', 'GACE CONSULTING ENGINEERS', 'V&T PIZZERIA', 'CIRCA BREWING COMPANY',
                 'MAGURO', 'SALIENT ARCHITECTS, LLC', 'BOCADO BAKERY CAFE', 'READY TO EAT',
                 'MULLEN PALANDRANI ARCHITECTS', 'ONE DELI', '<NAME>', 'BOY ARCHITECT', 'DRINK WINES & SPIRITS',
                 'ETROS', 'NAM CAFE', 'MI<NAME>', 'SPG ARCHITECTS', 'BUTLER', "ANTHONY & JOE'S", 'PUEBLA SEA FOOD',
                 'PHO HOAL', 'DESI DELI', 'LA PUNTILLA', 'TAKAHACHI TRIBECA', 'BAR ITALIA', 'MALECOM RESTAURANT',
                 "EISENBERG'S SANDWICH SHOP", 'A/R ENVIRONETICS ARCHITECTS PC', 'SBLM ARCHITECTS PC',
                 '21 HOMES KITCHEN', 'MANDATO MEXICAN RESTAURANT', 'TOHFAZ UDDIN PE PC', '<NAME>, RA',
                 'MAYER SILBER ARCHITECT P.C.', "ALICE'S ARBOR", "FLACO'S PIZZA", 'HOP LEE KITCHEN', 'CAFE PRAGUE',
                 'GUZAN JAPANESE CUISINE', 'EUROPAN BAKERY CAF\xc9', 'OLA CONSULTING ENGINEERS', 'JMV ASSOCIATES, LLC.',
                 'EXPRESS SOFT TACO', '537 CHINA WOK', 'SH<NAME>', 'MI<NAME>LI', 'HANA CAFE', 'MEXICAN DELI',
                 "ALFIE'S", 'ANGIES PIZZA CAFE', 'CABE HABANA', 'LIN + ASSOCIATES ARCHITECTS', 'AJI SUSHI',
                 'MISTER CHICKEN TO GO', 'JOHNSTON BURKHOLDER ASSOCIATES', 'RIBALTA NYC', 'BALKANIKA', 'MACBAR',
                 "SAL'S PIZZA & MAMMA MARIA RESTAURANT", 'RICHARD KRESHTOOL ARCHITECT', 'WICHCRAFT', 'VISIONACM',
                 'THE COMMONS', 'PICASSO', 'CASABLANCA', '<NAME>', 'KNF SERVICES CORP', 'DAKOTA BAR',
                 'BAR COASTAL NYC', "WAHOO'S", 'BANC CAFE', 'CHATEAU DRUG & HOMECARE', 'SAMS FAMOUS PIZZA', 'CHOICE',
                 'ABSOLUTE THAI RESTAURANT', 'JUST MAKE 4 U', 'CHAMPIGNON', 'TABATA', 'FREYER COLLABORATIVE ARCHITECTS',
                 'GREEN CAFE', 'AKF ENGINEERS LLP', '5D ARCHITECTURE & ENGINEERING PLLC.', 'ACQUISTA TRATTORIA',
                 'CUSTODIO CONSULTING, LLC', 'EL COFRE RESTAURANT', 'EL MARIACHI', 'BELLAE CLAIRE CLEANERS',
                 'MCCRAY ARCHITECT P.C.', 'TAKSIM TURKISH CUISINE', 'BUILD TECH CONSTRUCTION CORP', 'TACO BANDITO',
                 'AKIRA', "DELLAROCCO'S PIZZA", "ROCKY'S PIZZA", 'LUKE LICALZI, P.E., P.C.',
                 "CASTRO'S EL PATIO MEXICANA", '<NAME>', 'ECHOS', 'SUZU SUSHI', 'FRANK & EDDIES',
                 "ELI'S ESSENTIALS", 'UNO CHICAGO GRILL', "LUSARDI'S", 'CONCORD HILL', 'JUICE PRESS 8', 'STANTON PIZZA',
                 'LAS ROSAS BAKERY', 'SHO<NAME>', 'LANZAS', 'CHEEBURGER CHEEBURGER', 'BROADSTONE TAP HOUSE',
                 'SALMON FISH', 'JUJUBE TREE', 'CHICK P', 'CIBO E VINO', 'NUM PANG', 'CAFEINE', 'BROADWAY CAFE',
                 'EAT CAFE', "ARMANDO'S RESTAURANT", 'OGAWA CAFE', 'EDG', '82 STREET GROCERY', 'WA JEAL', 'NANA',
                 'PIZZA STOP', "LEO'S PIZZA", 'HIGHLINE DELI II', "LIANG'S GARDEN", 'AFGHAN KABAB',
                 'AMISH MARKET TRIBECA', 'ROSSETTIS PIZZA', 'BUTCHER BAR', 'FUSHIMI', "STEVE'S PIZZA",
                 'MANGAL KEBAB TURKISH RESTAURANT', "DARO'S PIZZA & CHICKEN", 'COVE LOUNGE', 'CHEF 28',
                 'WEST SIDE CAFE', 'GOUSTARO', 'GUANTANAMERA', 'THE SOUL SPOT', 'BAO BY KAYA', 'NUEVO TACOS',
                 'JIM KUSI, PE', 'EAST MET WEST', 'AR<NAME>AI', 'RUSS PIZZA', 'ANTALIA', '<NAME>',
                 'BROTHERS PIZZA', 'NDKAZALAS ARCHITECTURE P.C.', '<NAME>', 'SZENK ATELIER LLC',
                 'NICHOLAS J. DEFELICE, P.E.', 'GACE DPC', 'CURTIS + GINSBERG ARCHITECTS LLP', 'LA BRASA PERUANA',
                 'RED BASIL', 'CASA PUBLICA', 'TOASTIES E.', "SARABETH'S", 'DOKA ENGINEERING PC', 'BIG NICKS',
                 'CRESCENT CORNER', 'DESIMONE CONSULTING ENGINEERING GRO', 'DONNA MARGHERITA', 'SERAFINA',
                 'FLAT IRON WINES & SPIRITS', 'MR. <NAME>', 'TAQUERIA TLAXCALLI', 'AKURA', 'BLUE SMOKE', 'RUAY THAI',
                 'IDA GALEA, ARCHITECT', 'LAS PALMAS', "LILY'S", "<NAME>'S PIZZA", 'DJM CONSULTING ENGINEERING',
                 'IDS', 'GEMINI', 'ADEN 1 DELI', 'MARGARET RESTAURANT', 'JX FLAME SOLUTION INC',
                 'BOULEVARD SEAFOOD COMPANY', '<NAME>', "<NAME>", '<NAME>', 'GRILL 21',
                 "<NAME>'S PIG HEAVEN", 'MISO', 'RS ENGINEERING & LAND SURVEYING PLL', '<NAME>', 'DINO',
                 '44 SOUTHWEST', '<NAME>', '<NAME>', "TINY'S GIANT SANDWHICH",
                 'NICKS RESTAURANT', 'HEALTHY NIBBLES', 'CALYER', 'ASDA ARCHITECTURE + DESIGN',
                 'H2M ARCHITECTS + ENGINEERS', '388 CAFE & DELI INC.', 'BAGEL EXPRESS 11', 'AMBER WEST VILLAGE',
                 'BACCHUS', 'FORREST POINT', 'AN<NAME> PIZZA & PASTA', 'NASIR J. KHANZADA LLC',
                 'THE SOFT SERVE FRUIT', 'SIMINO ARCHITECT', 'FRUIT ON 13', 'J & B YUMMY PIZZA', "ARIA HELLS' KITCHEN",
                 '<NAME>', '<NAME>, ARCHITECT', "MARTINIELLO'S PIZZA", 'RE.UNION',
                 'ASHER HERSHKOWITZ ARCHITECT', 'OISHII', 'OUT/LATIN MEXICAN FOOD', 'CAFE DU SOLEIL', 'BARKING DOG',
                 'GILSANZ MURRAY STEFICEK LLP', 'ARCTICA', 'JEFFREY LANGSAM ARCHITECT P.A.', 'SAKE II', "GRINI'S",
                 'STAMINA', 'MISRA & ASSOCIATES, P.C.', 'MAKKAH PIZZA', 'LATIN AMERICA RESTAURANT',
                 'CLINTON ST. BAKING', 'VILLAGE FARM GROCERY', 'COOPERTOWN DINER', 'FOOD BO GARDEN', 'LA MIA',
                 'CHICK PEA', 'STV INCORPORATED', 'COMFORT DINER', 'CITROEN', 'NO 1', 'L<NAME>', 'EL RANCHITO',
                 'OSAKA', '<NAME>', "TWO LIZARD'S MEXICAN BAR & GRILL", 'DIANNE & ELISABETH',
                 'KINGSTON PIZZA', 'MY LITTLE PIZZERIA', 'NONNA RESTAURANT', 'TAQUERIA Y FUNDA LA MEXICANA',
                 'HC ARCHITECT, PC', 'LOFFREDO BROOKS ARCHITECTS PC', 'DOYUN KIM; RA', 'THAINY', 'KOUZAN',
                 "NEW YORK SAL'S PIZZA", 'ISADORAS', "JOHN'<NAME>ER", '<NAME>', 'SAPPHIRE INDIAN CUISINE',
                 'TARO SUSHI NY INC', 'CHICKYS', '<NAME>', 'TABRIZ DESIGN GROUP', '<NAME>', 'RAKU',
                 'PLUMP DUMPLING', "CHINELO'S", 'GOWASABI', 'MARTINIQUE CAFE', 'RED CHILLI INDIAN CAFE',
                 'COLUMBUS GOURMENT', 'SUPER NO. 1 KITCHEN', 'MEDITERRANEO', 'GRASS ROOTS JUICERY',
                 'BAZINI ENGINEERING, P.C.', 'ARA ARCHITECT', 'MAIN NOODLE HOUSE', 'CAFE FREDERICK HARLEM PARLOR',
                 'SKY ARCHITECTS, LLC', "BENNY'S PIZZERIA & RISTORANTE", 'BANHMI SAIGON BAKERY', 'EMPIRE WOK',
                 'HONG CHEONG', "RUBBY'S RESTAURANT/PIZZERIA", 'DAYBREAK', 'STRUCTURAL ENGINEERING TECHNOLOGIES',
                 'DAVID LEE - ARCHITECT', 'CIAO FOR NOW', 'THAI 101', 'DAGHER ENGINEERING PLLC', "FRANCESCO'S",
                 'SUNSET DELI & GRILL', 'FATIMAS HALAL KITCHEN', 'DEE', 'PHO', 'CHIP SHOP', 'BADALY ARCHITECTS',
                 'NEW ASTORIA & NEW ASTORIA PARK PIZZA', 'ATELIER NEW YORK ARCHITECTURE PC', 'PIZZA SUPERSTAR',
                 'MORGAN SERVICES GROUP CORP.', 'SOMTUM DER', 'BASIL', 'INGA CONSULTING ENGINEERS', 'EL CAMION',
                 'PEKING EXPRESS', 'CHOTE NAWAB', "GIOVANNI'S PIZZERIA", 'PANDA HOUSE', 'OCHA',
                 'RUGGIERO AND ASSOCIATES LTD.', 'DO<NAME>', 'CITY WINE', 'GIARDINI GOURMET PIZZA', 'JADE HOUSE',
                 'GO GO THAI', 'PIZZAZZ PIZZERIA', 'SOYU ARCHITECTURE, INC.', "DORRIAN'S RED HAND",
                 'AMARA ENGINEERING,PLLC', 'COLLADO ENGINEERING', 'ODESSA RESTAURANT', 'SAFFRON',
                 'SUPERIOR - HOME INSPECTION SERVICES', 'ANASSA', 'DELIZIA 92', 'MONSTERS SUSHI',
                 'DARIUS TORABY ARCHITECTS, P.C.', 'NO. 1 LUCK SUNG', 'DEBORAH ROJAS ARCHITECTURE & PLANNI',
                 "DOYLE'S CORNER", 'CAFE VIVA', 'YASAKA', 'MERIT DELI RESTAURANT', 'GING ASIAN BISTRO',
                 'HNY CONSULTING ENGINEERS', 'CHAR<NAME>, AIA', 'CUP & SAUCER', 'GO NOODLE',
                 'NINTH AVENUE WINE', 'BUDAY & SCHUSTER ARCHITECTS,LLP', 'BAGEL CAFE', 'SAJIS', 'BAR VERDE',
                 'CHINA CHALET', 'KARANI INDIAN CUISINE', 'CHINA HONG', "LIN'S", 'CO<NAME>NER', 'COLUMBIA', "MARIO'S",
                 'CASA COLOMBIA', 'TROPICAL GRILL RESTAURANT', 'KOHN PEDERSER FOX ASSOCIATES', 'ALIADA RESTAURANT',
                 'JUST DELICIOUS DELI', '<NAME>', "DANIELA'S TRATTORIA", 'ALFRED KARMAN, ARCHITECT',
                 'LUSCIOUS THAI', 'AV<NAME>', 'GRAND CANYON RESTAURANT', 'BROOKLYN BAGELS & COFFEE COMPANY',
                 'SOCIALE', 'EM<NAME>UI', 'PRTITE  ALEILLE', "BUBBY'S", 'BUILDING STUDIO ARCHITECTS',
                 "CAFE DANIELLO'S PIZZA", 'JOYA THAI RESTAURANT & BAR', 'DINER', 'TASTE OF ITALY', 'COWGIRL AND BAR K',
                 'CHUNG <NAME>', 'D<NAME>IZZA', 'WRAP-N-RUN GRILL', 'S.M. BERGER ARCHITECTURE PC', 'SABOR LATINO',
                 'KMB DESIGN GROUP, LLC', 'CCPE', 'KABOB SHACK', 'OLDE BROOKLYN BAGEL SHOPPE', 'LA BARCA RESTAURANT',
                 'INDIGO', 'THE LOOP', 'BOHN ARCHITECTURE AND DESIGN', 'TERIYAKI SHACK', 'IHAB SHAFEI',
                 "SABRINA'S BROADWAY PIZZERIA", 'REDANG ISLAND', 'JAROS, BAUM & BOLLES', 'CHINESE RESTAURANT',
                 'BODHI TREE', 'MOSTAFA', 'BURRITO HOUSE', "SALLY'S COFFEE SHOPPE", "MARIO'S PIZZERIA",
                 'MORAGHAN ENGINEERING PC', 'BAMBOLEO', 'ZAMBRANO ARCHITECTURAL DESIGN, LLC',
                 'INTERNATIONAL RESTAURANT', 'CAFE TABU', 'LAYLA JONES', "RICKY'S CAFE", 'TU CASA RESTAURANT',
                 'DRAGON VILLAGE', 'LEGEND', 'HUNTS POINT', 'LASAGNA RISTORANTE', 'DESIMONE CONSULTING ENGINEERS',
                 "GRACIE'S WINES", 'TAQUERLA LA PLACITA PUEBLA', 'MALAYSIA GRILL', 'STICKY RICE', 'LEROY STREET STUDIO',
                 'NEW KING WOK RESTAURANT', 'GOURMET BAGEL', 'KARLOFF', 'PHO SURE', 'FLETCHER', 'SHOP ARCHITECTS',
                 'DREAMERS PIZZA', 'SKYLIGHT DINER', "RICHIE'S PLACE", 'ISLAND SPICE SOUTHERN CUSINSINE',
                 'AQUATECH ENGINEERING P.C.', 'GEORGE SCHELL ENGINEERING', 'PENANG', 'VINTNER WINE MARKET',
                 'MOLTO BENE', 'BABA COOL', 'PIC UP STIX', 'TATAKI', 'CAF\xc9 PETISCO', 'ME & MY EGG ROLL',
                 'JFK FRIED CHICKEN', 'OFFICE OF JAMES RUDERMAN', 'CHAI THAI RESTAURANT', 'SALAAM', '2 DIVE 4',
                 'AVI PRADHAN ARCHITECT', 'CORNERSTONE TAVERN', 'RODNEY D. GIBBLE CONSULTING ENGINEE',
                 'IMC ARCHITECTURE DPC', "KING'S WOK", 'ABILENE', 'BARKOGI', 'EMPANADA', 'SUTTON PIZZA',
                 'GOOD FRIEND CHINESE RESTAURANT', 'SUB EXPRESS', 'JR PRIMOS', 'SOHO GARDEN', 'CAFE GITANE', "RUTHIE'S",
                 'HANINGTON ENGINEERING CONSULTANTS,', 'EAST VILLAGE PIZZA', 'LUCKY CHICKEN', 'LB ENGINEERING PC',
                 'PIZZETTA', 'KOSSAR + GARRY ARCHITECTS, LLP', 'MAYERFELD ARCHITECTURE PLLC', 'OZU JAPANESE CUISINE',
                 '<NAME>,P.E.', 'DALLAS BBQ', "MIKE'S BAGELS", "<NAME>", 'NB&C', 'BAGELS & CO',
                 '<NAME>', 'AMARONE RESTAURANT', "BENNY'S", 'KSS ARCHITECTS', 'AHANA', 'JJ NOODLE',
                 'PIZZA & GYRO GRILL', 'TOMMYS GRILL & PIZZERIA', 'FIRST CHOICE RESTAURANT', 'FREE FOODS NYC',
                 'SEVERUD ASSOCIATES', "SPOON'S", 'CHRISTINE SCHLENDORF', 'BACKFORTY ARCHITECTURE, LLC',
                 'DSENY ENGINEERING SERVICES, PC', 'EAST OF EIGHTH', 'CALEDONIA', 'VILLA MIA PIZZA', 'SAO MAI',
                 'COSTA ARCH & ENG LLP', 'SURF BAR', 'CARVE UNIQUE SANDWICH', 'MEGA DELI FOOD CENTER', 'ESTRELLA',
                 "GEORGIE'S PIZZERIA", 'BAI SUSHI JAPANESE RESTAURANT', 'OLIVE TREE', 'ZAYTOONS', 'SPLENDID CHINA',
                 'NEW GREAT WALL', 'GOLDEN HOUSE', 'FUSIA', 'A & K TACOS', 'HANSON GOURMET DELI & CAFE',
                 'DINO RESTAURANT', 'MUNYC ARCHITECTURE PLLC', 'DANOIS ARCHITECTS, P.C.', 'DZIUPLA',
                 'GINO O. LONGO R.A.', 'SARAVANAA BHAVAN', 'AQUA MARINA', 'PHO SAIGON', 'AVENUE B BEST',
                 "CHEN'S GARDEN", 'LITTLE VINCENTS', 'BROOKLYN SEOUL', 'FULTON THAI CUISINE', "GINO'S PIZZA",
                 "D<NAME>'S", "LENNY'S ULTIMATE SANDWICH", 'LAS MARAVILLAS DE MEXICO', '<NAME>',
                 "GINO'S CUCINA BRICK OVEN PIZZA", '<NAME>', 'DORIANS', 'AMARONE',
                 '<NAME> ASSOCIATES, PC', 'PERISTA', '<NAME>', 'CES ENGINEERING, LLC',
                 'GOLDEN FOREST', 'SARITAS MAC & CHEESE', 'NEW YORK BURGER COMPANY', 'SMILE RESTAURANT',
                 'JIAN ENGINEERING PLLC', '523 9TH AVENUE', 'CAFE BASIL', "NANA'S LES PIZZERIA", 'NGAM THAI RESTAURANT',
                 '<NAME>', 'BOURBON', '<NAME>', 'SALERNO PIZZA', 'BITS BITES', 'LOTUS', 'SPICE COVE',
                 'ANTIKA FAMILY STYLE PIZZERIA', 'ANTHONY HATZIIOANNOU ARCHITECT PC', 'PRET A MANGER', 'BURGER BURGER',
                 'ZPROEKT ARCHITECTURE', 'S<NAME>IN', 'JON PAUL DESIGN & CONSULTING', 'WJCA', "JIMMY'S DINER",
                 'ANDREW FREDMAN ARCHITECT LLC', '107 WEST', 'CRIFDOGS', '3 STAR DINER', 'STARBUCKS COFFEE COMPANY',
                 "CHU'S GOURMET", 'JUNE DANIEL ARCHITECT', 'DENIZ', 'WING WAGON', 'FAMOUS KINGS PIZZA',
                 'MARGHERITAS PIZZA AND MEXICAN CUISINE', 'BO CAPHE', 'PIZZA WINGS BURGER', '<NAME>, RA',
                 'KATI', 'STAVROS I. MALLIAROS, P.E., P.C.', 'MILEE BUILDING CONSULTING LLC',
                 'LA TORTILLERIA MEXICANA LOS TRES HERMANOS', 'OZEN ASIAN FUSION CUSINE',
                 'MAGNUM OPUS ARCHITECTURE P.C.', 'PAUL A. CASTRUCCI, ARCHITECT', 'POLLO A LA BRASA MARIO',
                 'ALWAYS FRESH', 'BENVENUTO CAFE', 'ARIANNA BRAUN ARCHITECTS, PLLC', 'BSA ENGINEERS',
                 'MOFONGO DEL VALLE', '<NAME>, ARCHITECT', "PINO'S PIZZERIA", 'BELMONT FREEMAN ARCHITECTS',
                 'BLISS BAKERY & CAFE', "BROTHER JIMMY'S BBQ", 'FUEL', 'FRESH TORTILLA', 'OPAI THAI',
                 'HLW INTERNATIONAL', 'TAQUERIA DE LOS MUERTOS', 'PIZZA PARK', 'LEX RESTAURANT',
                 'GARY MORGENROTH ARCHITECT LLC', 'EJC ENGINEERING, PLLC', 'MORNINGSTAR',
                 'ELSA LA REINA DEL CHICHARRON', 'EAST SIDE CAFE', 'PIROOZ ENGINEERING, P.C.', 'PITA PAN CAFE',
                 'RAND ENGINEERING & ARCHITECTURE, DP', 'NINTH AVENUE VINTER', 'WORLD PIE', 'NEW HONG KONG KITCHEN',
                 'CO.DE CONSULTING AND DESIGN, INC.', 'ENERGY FUEL CAFE', 'TASTE OF BENGAL', 'LES AMBESSADES',
                 'EAB ENGINEERING PC', 'TANDOOR PALACE', 'ARTE RESTAURANT', 'SAN LUCAS',
                 'ARIANNA BRAUN ARCHITECTS PLLC', 'PALM RESTAURANT', 'NEW YORK WINE EXCHANGE', 'WAH FUNG',
                 'NORTHERN BELL', 'BABA GHANOUGE', '108 FOOD DRIED HOT POT', 'PASTRAMI QUEENS', "DIZZY'S ON FIFTH",
                 'CAFE FRIDA', 'CAFE ARGENTINO', 'SUPER TACO EXPRESS', 'PLAZA DINER', 'HARRY TENENBAUM,PE', 'BANTER',
                 'SH<NAME>', 'FIVE NAPKIN BURGER', "BABY BO'S", 'LIMON RESTAURANT', 'THE GREEK KITCHEN',
                 'NEW GARDEN', 'NEW NO. 1', 'CONCEPT DESIGN GROUP', 'GOLDEN CHOPSTICKS CHINESE RESTAURANT',
                 "ANTONIO'S PIZZA", 'COBBLE HILL COFFEE SHOP', "OLIVE'S", 'MCSWEENEY ENGINEERING', 'GREAT WALL NO. 1',
                 'SMITH & WOLLENSKY', 'GOLDEN EAGLE', 'BROOKLYN BREAD', '<NAME>', 'NATIONAL',
                 'EIGHTEEN RESTAURANT', 'PRIME MEATS', 'STEINWAY PIZZA', 'TURKISS', "DANNY'S PIZZERIA II",
                 'PUEBLA MINIMARKET', 'COOGANS', '<NAME>', '<NAME>', '<NAME>',
                 'SHERWOOD DESIGN ENGINEERS', 'METRO CAFE AUTHENTIC SZECHUAN CUISINIE', 'THE PANTRY', 'JACKSON HOUSE',
                 'THE SMOKE JOINT', 'XOCHITL TAQUERIA', 'INFINIGY ENGINEERING & SURVEYING, P', 'STEVEN ROWLAND',
                 'DON GIOVANNI RESTAURANT', 'VILLAGE APOTHECARY', 'VEGETARIAN GINGER', "BEAN'S & LAGER", 'SALA 19',
                 'LA NUEVA ESTRELLA', 'FRANK PETRUSOARCHITECT P.C.', 'FAMIGLIA PIZZA', 'CAFE AMRITA',
                 'CHIRPING CHICKEN', 'AT ARCHITECTS', 'MI NUEVO RANCHO', 'UNCLE JIMMYS', 'CAFE TO GO', 'BIRCH',
                 'CWB ARCHITECTS', "LULU'S COFFEE SHOP", 'FOOD SING 88 CORP', 'ARTHOUSE HOTEL NEW YORK CITY',
                 'STAUBITZ MARKET', 'JLS DESIGNS', 'TENZAN', 'CHAI', 'COZY', "RAY'S GOURMET", 'TEQUILA CHITOS',
                 '<NAME>', 'CAMERON ENGINEERING', '<NAME>, P.E.', "JOHN'S DOUNT & COFFEE SHOP",
                 '<NAME>, P.E., P.C.', '<NAME>', 'CHEFS CLUB COUNTER', 'AHUJA PARTNERSHIP ARCHITECTS',
                 'EL BARRIO', 'CAF\xc9 VIA ESPRESSO', 'QUALITY CHEF', "JOHN'S PIZZA", 'EL YAYO NUEVO',
                 'GRAND MORELOS DINER & BAKERY', 'CHINA 1', '<NAME>', 'BELLA PIZZA', "TALIA'S STEAKHOUSE",
                 "VANESSA'S DUMPLING HOUSE", 'BOLT ARCHITECTURE, PLLC', 'D&E BUILD EVERGREEN INC.', 'BLACK FLAMINGO',
                 'TOM WINTER ARCHITECT PC', 'AANGAW', "MICHAEL'S", "YANKEE'S PIZZA", '<NAME>, RA',
                 'BURGER CLUB', 'GEIGER ENGINEER, PC', 'MJK WINE & LIQUOR', 'PEKING DUCK HOUSE', 'MAMBI RESTAURANT',
                 'INAKA', 'OM REAL INDIAN', 'SANO WRECKING LLC', 'I LOVE PARAGUAY', 'PARRILLA', 'YUM YUM BANGKOK',
                 'AFRICAN BEST FOOD', 'BROOKLYN HEIGHTS', 'NAYA', 'COWBOY PIZZA', 'JACK GREEN ASSOCIATES',
                 'HONG KONG CAFE CHINESE RESTAURANT', 'ASIAN EXPRESS', 'ANSWORTH', 'LU ENGINEERING SERVICE PC',
                 'ARCHITECTURAL CONCEPT', 'FAMOUS CUISINE', 'CHOLA', 'TIPICO', 'FRAGOLE', 'FRANK NIGRO ARCHITECT, P.C.',
                 'SHANE HAMILTON, CONSULTING ENGINEER', 'TUTT HEIGHTS', 'SHAHI BIRYANI & GRILL', "PIPITONE'S PIZZA",
                 'M-CON ENGINEERING, PC', 'BILLS BAR BURGER', '<NAME>', 'TENZAN 89', 'WAVERLY',
                 "KING'S DELI", 'AL<NAME>', '<NAME>', '<NAME>', 'ADG', 'BANHMIGOS', 'MEE NOODLES',
                 'OCEAN DRAGON', 'CB BREEN ASSOCIATES', 'INDIGO INDIAN BISTRO', 'YUMMY YUMMY', 'EDISON RESTAURANT',
                 "MARIO'S DELI", 'CASTILLO ECUARTORIANO RESTAURANT', 'B BAR & GRILL', 'CHRISTOPHER COMPTON ARCHITECT',
                 'OLYMPIC PITA', 'CUBA', 'SUSHI W.', 'GMH ARCHITECTURE PLLC', 'CHEERS THAI RESTAURANT',
                 'LA RUANA PAISA', 'EL GRAN CASTILLO DE JAGUA RESTAURANT', 'CHINESE FAST WOK', 'ZUTTO',
                 'ENGINEERING GROUP ASSOCIATES, PC', 'STRUCTURAL ENGINEERING INTEGRATED,',
                 'BUILD TECH PROFESSIONALS CORP', 'THE MASALA WALA', 'BURGER HEAVEN', 'CHRISTIAN KOTZAMANIS',
                 'CAPITOL FIRE SPRINKLER, CO.', 'SILVER PALACE', 'SPICE GARDEN', 'GUANG MING', '<NAME>',
                 'PUERTO RICO RESTAURANT PIZZERIA', 'CHINESE KITCHEN', "JENTANA'S PIZZA", 'NEW JIN GUANG HOUSE',
                 'PIZZA PASTA RESTAURANT', 'RUDOLPH DUPUY R.A.', 'BRAZEN FOX KITCHEN AND BAR',
                 'BREAD BROTHERS BAGEL CAFE', 'BRADO', 'J & Y CHINESE RESTAURANT', 'AWOL BAR & GRILL',
                 'MURPHY BURNHAM & BUTTRICK ARCHITECT', 'EL PASO MEXICAN RESTAURANT', 'BURGERFL', 'SUGAR BEETS THAI',
                 'YUVA', "JOHNNY'S", 'CAPIZZI', 'SAVION CONSTRUCTION, INC.', 'CHRIS TEETER, RA',
                 'MALCOLM GOODSPEED ARCHITECT', '<NAME>', 'THE MTM DESIGN GROUP, LLC', 'FRANK DENNER ARCHITECT',
                 'AP CAFE', 'LA TERRAZA', "DALTON'S", 'NUEVO JARDIN DE CHINA RESTAURANT', 'TVG LLC', '<NAME>',
                 'DEL CORSO CAFFE', 'CYBUL , CYBUL WILHELM  ARCHITECTS', "ARTURO'S", 'AOA BAR AND GRILL', 'YOLI',
                 'RYAN DESIGN ARCHITECTURE', 'BOHLER ENGINEERING', 'MICHAEL ALMON, ARCHITECT', 'EL MANGU RESTAURANT',
                 'CITY DINER', 'NEW CHUANG HING', 'MIKADO', 'H.G. LEE ARCHITECT P.C.', 'SION CONSULTING ENGINEERING PC',
                 'DESI GRILL INDIAN CUISINE', 'G.R. RESTIVO,AIA', '<NAME>', "DENINO'S PIZZERIA AND TAVERN",
                 'FURRY RASCALS', 'WARIQUE', 'AME SERVICES INC.', 'LOLA', 'LA POLLERA COLORADA', 'NO.1 KITCHEN',
                 'PERCIBALLI INDUSTRIES INC.', 'ASIAN KITCHEN', 'THAI MARKET', 'C&B CONSULTING ENGINEERS LLC',
                 'LIME LEAF', 'CUBE DESIGN BUILD & MANAGEMENT, INC', 'INTERMEZZO', 'AMERICAN RETRO',
                 'URBAN TRANS ENGINEERING, LLC', 'TAMBORRA ARCHITECTURE CONSTRUCTION', 'MIYAGI',
                 "STEPHANIE'S RESTAURANT", 'KL INNOVATIVE DESIGN INC', 'FEI MA', 'VINNY VIN', '<NAME>',
                 'EMMANUEL KAVRAKIS ARCHITECTS', "FOXY'S DINER", 'MORTAR ARCHITECTURE PLLC', "GIO'S PIZZA", 'LAUT',
                 'NEW DOUBLE DRAGON', 'NEW ASIA CHINESE RESTAURANT', 'GARDEN GRILL', 'MK ARCHITECTURE PC', 'GUACUCO',
                 'GUADALUPANA DELI & VICTORIA RESTAURANT', 'RUSSELL GOSS ARCHITECT, PC', 'BISTANGO RESTAURANT',
                 'GAZALAS', 'BEST COFFEE', 'PETITE ABEILLE', 'NUSSBAUM & WU', 'EDWARD M. WEINSTEIN ARCHITECTURE &',
                 "GENERAL TSO'S", "MIMI CHENG'S DUMPLINGS", "POLITO'S PIZZA", 'TIO PIO', 'SUNBURST', '1 DARBAR',
                 'TACOS EL DORADO', 'LUIGI GILENO ARCHITECT PC', 'GEMINIS II RESTAURANT', 'CROWNKING FOOD CORP',
                 'HOLLYWOOD DINER', "UNCLE MARIO'S", 'BUCA BNUK OVEN PIZZA', 'EMANUEL  LOBUE',
                 'STROH ENGINEERING SERVICES, P.C.', 'DUNHILL CAFE', 'MELDAN GROUP LLC', 'PARK EAST KOSHER',
                 'APT ENGINEERING', "ANGEL'S GRILL", '<NAME> JR., ARCHITECT', 'FC CONSULTING ENGINEER, PLLC',
                 'LIBERATO RESTAURANT', 'ABRAMOV & SZAST CONSULTING ENG', 'ARCHITECURE+CONSTRUCTION, PLLC',
                 'RAINBOW DINER & RESTAURANT', 'CRISP', 'CARROLL PLACE', 'EL TESORO ECUATORINO INC',
                 'JUBILEE MARKETPLACE', '<NAME>', 'CIEN FUEGOS', 'NAVI STRUCTURAL ENGINEERING, PLLC',
                 'THE MANSION', "BAKER'S DOZEN BAGELS", '<NAME>', 'ANEMOS', 'ABCO-PEERLESS ENGINEERING, P.C.',
                 'THE RBA GROUP', 'CLUB FORTE', 'EDISON PROPERTIES', 'SPIVAK ARCHITECTS P.C.', '<NAME>',
                 'ARIANA AFGHAN RESTAURANT', 'LA RIOJA', 'ANCORA ENGINEERING, PLLC', 'BISKOTI', 'DEFONSECA ARCHITECTS',
                 'VOILA 76', 'SWAGAT', 'PEKING KITCHEN II', 'TAJ KABAB KING FINE INDIAN CUISINE', 'CAF\xc9 BLOSSOM',
                 'COCHINITA', 'FOOD CENTER', 'FREDDIE & PEPPERS', 'YEN TOY & ASSOC-ARCHITECT', 'GRAND GREAT WALL',
                 'FRANKIES', 'DOMINIC CULLEN', '5 AVENUE BAGELTIQUE', 'EL TESORO ECUATORIANO RESTAURANT',
                 '3 IN 1 KITCHEN', 'LA GUADALUPANA', 'SANFORDS RESTAURANT', 'DS ENGINEERING SERVICES, PC',
                 'CVS/PHARMACY', 'COPPELIA', 'ENNJU', '<NAME>', 'MANA ORGANIC', 'VAA', 'SIRI',
                 'NEW HOOD HING CHINESE RESTAURANT', "MAXWELL'S", 'PHILADELPHIA GRILLE', 'FERRY POINT INDUSTRIES CORP.',
                 'GRACE ENGINEERING PLLC.', 'SUPER DUMPLING', "SAL'S FAMILY", '1081 FULTON', 'OLYMPIC RESTAURANT',
                 "CELIA'S RESTAURANT BAR&GRILL", 'RESTAURANT DESIGN AND DEVELOPMENT', 'BROOKLYN PUBLIC HOUSE',
                 'BICALURO ASSOCIATES PC', 'YUKA', 'HUA YUNG KITCHEN', 'CORNERSTONE CAFE', 'BLUE COLLAR HAMBURGERS',
                 'MY PIZZA PIE', 'PAPPARDELLA', 'CABANA RESTAURANT AND BAR', '12 CHAIRS CAFE', "MICKEY SPILLAN'S",
                 'STIX', 'HPL ENGINEERING PC', 'BOND ENGINEERING PC', 'NO. 1 KING GARDEN', 'CHINA DRAGON WU INC',
                 'EL CENTRAL', 'EL MARIACHI RESTAURANT', 'STV INC.', 'SIDEWALK', 'FLORIDITA', '2ND AVENUE DELI',
                 'FAMOUS SICHUAN', 'LA MARCA CAFE', 'ARTICHOKE', 'CHERICO KING ARCHITECT, P.C.',
                 'THE NEW THOMPSON DINER', 'CHICKEN FESTIVAL RESTAURANT', "DAISY'S DINER", 'WESTSIDE BREW HOUSE',
                 'OMG TACO', 'LORING CONSULTING ENGINEERS, INC', 'WEST PLACE', 'LUOXING TA', 'YUNG CITY CORP',
                 'HACIENDA ANNA', 'NEW SHEZAN', 'AKITA SUSHI', 'BEDFORD CAFE RESTAURANT', 'D & G', 'RABBITS',
                 'PARK PLAZA RESTAURANT', 'PAUL DENIS ASSOCIATES', 'EASTWICK', 'PRINCE ST. PIZZA', 'NEW HOME SING',
                 "CRAZY ANNIE'S", 'BAGELS BREW', "KENNEDY'S", 'DER KRUNG THAI CUISINE', 'FAT SALS PIZZA',
                 'GREEN DESIGN CONSTRUCT, LLC', 'FELIX PUSTYLNIK P.E.', 'SILOM THAI', 'SUPER DEL MARKET',
                 'TIMES BUILDINGS ENGINEERING SERVICE', "BUBBA'S", 'CHRISTOS STEAK HOUSE', 'ANGELS BAKERY',
                 'CORBET & CONLEY', '<NAME>', '<NAME>', 'LA PIAZZETTA']
BUSINESS_DICT = set(BUSINESS_LIST)

UNIVERSITY_KEY_WORDS = ['COLLEGE', 'UNIVERSITY']

BUILDING_CLASSIFICATION_KEY_WORDS = ['WALK-UP', 'ELEVATOR']

PARK_KEY_WORDS = ['PARK', 'PLAYGROUND', 'SQUARE', 'FIELD', 'TRIANGLE', 'BALLFIELDS', 'BEACH', 'BOARDWALK']

CITY_LIST = ['ALABAMA', 'ALEXANDER CITY', 'ANDALUSIA', 'ANNISTON', 'ATHENS', 'ATMORE', 'AUBURN', 'BESSEMER',
             'BIRMINGHAM', 'CHICKASAW', 'CLANTON', 'CULLMAN', 'DECATUR', 'DEMOPOLIS', 'DOTHAN', 'ENTERPRISE',
             'EUFAULA', 'FLORENCE', 'FORT PAYNE', 'GADSDEN', 'GREENVILLE', 'GUNTERSVILLE', 'HUNTSVILLE', 'JASPER',
             'MARION', 'MOBILE', 'MONTGOMERY', 'OPELIKA', 'OZARK', 'PHENIX CITY', 'PRICHARD', 'SCOTTSBORO', 'SELMA',
             'SHEFFIELD', 'SYLACAUGA', 'TALLADEGA', 'TROY', 'TUSCALOOSA', 'TUSCUMBIA', 'TUSKEGEE', 'ALASKA',
             'ANCHORAGE', 'CORDOVA', 'FAIRBANKS', 'HAINES', 'HOMER', 'JUNEAU', 'KETCHIKAN', 'KODIAK', 'KOTZEBUE',
             'NOME', 'PALMER', 'SEWARD', 'SITKA', 'SKAGWAY', 'VALDEZ', 'ARIZONA', 'AJO', 'AVONDALE',
             'BISBEE', 'CASA GRANDE', 'CHANDLER', 'CLIFTON', 'DOUGLAS', 'FLAGSTAFF', 'FLORENCE', 'GILA BEND',
             'GLENDALE', 'GLOBE', 'KINGMAN', 'LAKE HAVASU CITY', 'MESA', 'NOGALES', 'ORAIBI', 'PHOENIX', 'PRESCOTT',
             'SCOTTSDALE', 'SIERRA VISTA', 'TEMPE', 'TOMBSTONE', 'TUCSON', 'WALPI', 'WINDOW ROCK', 'WINSLOW', 'YUMA',
             'ARKANSAS', 'ARKADELPHIA', 'ARKANSAS POST', 'BATESVILLE', 'BENTON', 'BLYTHEVILLE', 'CAMDEN',
             'CONWAY', 'CROSSETT', 'EL DORADO', 'FAYETTEVILLE', 'FORREST CITY', 'FORT SMITH', 'HARRISON', 'HELENA',
             'HOPE', 'HOT SPRINGS', 'JACKSONVILLE', 'JONESBORO', 'LITTLE ROCK', 'MAGNOLIA', 'MORRILTON', 'NEWPORT',
             'NORTH LITTLE ROCK', 'OSCEOLA', 'PINE BLUFF', 'ROGERS', 'SEARCY', 'STUTTGART', 'VAN BUREN',
             'WEST MEMPHIS', 'CALIFORNIA', 'ALAMEDA', 'ALHAMBRA', 'ANAHEIM', 'ANTIOCH', 'ARCADIA',
             'BAKERSFIELD', 'BARSTOW', 'BELMONT', 'BERKELEY', 'BEVERLY HILLS', 'BREA', 'BUENA PARK', 'BURBANK',
             'CALEXICO', 'CALISTOGA', 'CARLSBAD', 'CARMEL', 'CHICO', 'CHULA VISTA', 'CLAREMONT', 'COMPTON',
             'CONCORD', 'CORONA', 'CORONADO', 'COSTA MESA', 'CULVER CITY', 'DALY CITY', 'DAVIS', 'DOWNEY',
             'EL CENTRO', 'EL CERRITO', 'EL MONTE', 'ESCONDIDO', 'EUREKA', 'FAIRFIELD', 'FONTANA', 'FREMONT',
             'FRESNO', 'FULLERTON', 'GARDEN GROVE', 'GLENDALE', 'HAYWARD', 'HOLLYWOOD', 'HUNTINGTON BEACH', 'INDIO',
             'INGLEWOOD', 'IRVINE', 'LA HABRA', 'LAGUNA BEACH', 'LANCASTER', 'LIVERMORE', 'LODI', 'LOMPOC',
             'LONG BEACH', 'LOS ANGELES', 'MALIBU', 'MARTINEZ', 'MARYSVILLE', 'MEN<NAME>', 'MERCED', 'MODESTO',
             'MONTEREY', 'MOUNTAIN VIEW', 'NAPA', 'NEEDLES', 'NEWPORT BEACH', 'NORWALK', 'NOVATO', 'OAKLAND',
             'OCEANSIDE', 'OJAI', 'ONTARIO', 'ORANGE', 'OROVILLE', 'OXNARD', 'PACIFIC GROVE', 'PALM SPRINGS',
             'PALMDALE', 'PALO ALTO', 'PASADENA', 'PETALUMA', 'POMONA', 'PORT HUENEME', 'RANCHO CUCAMONGA',
             'RED BLUFF', 'REDDING', 'REDLANDS', 'REDONDO BEACH', 'REDWOOD CITY', 'RICHMOND', 'RIVERSIDE',
             'ROSEVILLE', 'SACRAMENTO', 'SALINAS', 'SAN BERNARDINO', '<NAME>', 'SAN DIEGO', '<NAME>',
             '<NAME>', '<NAME>', '<NAME>', 'SAN <NAME>', 'SAN LEANDRO', 'SAN <NAME>',
             'SAN MARINO', 'SAN MATEO', 'SAN PEDRO', '<NAME>', 'SAN SIMEON', 'SANTA ANA', 'SANTA BARBARA',
             'SANTA CLARA', 'SANTA CLARITA', 'SANTA CRUZ', 'SANTA MONICA', 'SANTA ROSA', 'SAUSALITO', '<NAME>',
             'SONOMA', 'SOUTH SAN FRANCISCO', 'STOCKTON', 'SUNNYVALE', 'SUSANVILLE', 'THOUSAND OAKS', 'TORRANCE',
             'TURLOCK', 'UKIAH', 'VALLEJO', 'VENTURA', 'VICTORVILLE', 'VISALIA', 'WALNUT CREEK', 'WATTS',
             'WEST COVINA', 'WHITTIER', 'WOODLAND', 'YORBA LINDA', 'YUBA CITY', 'COLORADO', 'ALAMOSA',
             'ASPEN', 'AURORA', 'BOULDER', 'BRECKENRIDGE', 'BRIGHTON', 'CANON CITY', 'CENTRAL CITY', 'CLIMAX',
             'COLORADO SPRINGS', 'CORTEZ', 'CRIPPLE CREEK', 'DENVER', 'DURANGO', 'ENGLEWOOD', 'ESTES PARK',
             'FORT COLLINS', 'FORT MORGAN', 'GEORGETOWN', 'GLENWOOD SPRINGS', 'GOLDEN', 'GRAND JUNCTION', 'GREELEY',
             'GUNNISON', 'LA JUNTA', 'LEADVILLE', 'LITTLETON', 'LONGMONT', 'LOVELAND', 'MONTROSE', 'OURAY',
             'PAGOSA SPRINGS', 'PUEBLO', 'SILVERTON', 'STEAMBOAT SPRINGS', 'STERLING', 'TELLURIDE', 'TRINIDAD',
             'VAIL', 'WALSENBURG', 'WESTMINSTER', 'CONNECTICUT', 'ANSONIA', 'BERLIN', 'BLOOMFIELD',
             'BRANFORD', 'BRIDGEPORT', 'BRISTOL', 'COVENTRY', 'DANBURY', 'DARIEN', 'DERBY', 'EAST HARTFORD',
             'EAST HAVEN', 'ENFIELD', 'FAIRFIELD', 'FARMINGTON', 'GREENWICH', 'GROTON', 'GUILFORD', 'HAMDEN',
             'HARTFORD', 'LEBANON', 'LITCHFIELD', 'MANCHESTER', 'MANSFIELD', 'MERIDEN', 'MIDDLETOWN', 'MILFORD',
             'MYSTIC', 'NAUGATUCK', 'NEW BRITAIN', 'NEW HAVEN', 'NEW LONDON', 'NORTH HAVEN', 'NORWALK', 'NORWICH',
             'OLD SAYBROOK', 'ORANGE', 'SEYMOUR', 'SHELTON', 'SIMSBURY', 'SOUTHINGTON', 'STAMFORD', 'STONINGTON',
             'STRATFORD', 'TORRINGTON', 'WALLINGFORD', 'WATERBURY', 'WATERFORD', 'WATERTOWN', 'WEST HARTFORD',
             'WEST HAVEN', 'WESTPORT', 'WETHERSFIELD', 'WILLIMANTIC', 'WINDHAM', 'WINDSOR', 'WINDSOR LOCKS',
             'WINSTED', 'DELAWARE', 'DOVER', 'LEWES', 'MILFORD', 'NEW CASTLE', 'NEWARK', 'SMYRNA',
             'WILMINGTON', 'FLORIDA', 'APALACHICOLA', 'BARTOW', 'BELLE GLADE', 'BOCA RATON', 'BRADENTON',
             'CAPE CORAL', 'CLEARWATER', 'COCOA BEACH', 'COCOA-ROCKLEDGE', 'CORAL GABLES', 'DAYTONA BEACH',
             'DE LAND', 'DEERFIELD BEACH', 'DELRAY BEACH', 'FERNANDINA BEACH', 'FORT LAUDERDALE', 'FORT MYERS',
             'FORT PIERCE', 'FORT WALTON BEACH', 'GAINESVILLE', 'HALLANDALE BEACH', 'HIALEAH', 'HOLLYWOOD',
             'HOMESTEAD', 'JACKSONVILLE', 'KEY WEST', 'LAKE CITY', 'LAKE WALES', 'LAKELAND', 'LARGO', 'MELBOURNE',
             'MIAMI', 'MIAMI BEACH', 'NAPLES', 'NEW SMYRNA BEACH', 'OCALA', 'ORLANDO', 'ORMOND BEACH', 'PALATKA',
             'PALM BAY', 'PALM BEACH', 'PANAMA CITY', 'PENSACOLA', 'POMPANO BEACH', 'SAINT AUGUSTINE',
             'SAINT PETERSBURG', 'SANFORD', 'SARASOTA', 'SEBRING', 'TALLAHASSEE', 'TAMPA', 'TARPON SPRINGS',
             'TITUSVILLE', 'VENICE', 'WEST PALM BEACH', 'WHITE SPRINGS', 'WINTER HAVEN', 'WINTER PARK',
             'GEORGIA', 'ALBANY', 'AMERICUS', 'ANDERSONVILLE', 'ATHENS', 'ATLANTA', 'AUGUSTA', 'BAINBRIDGE',
             'BLAIRSVILLE', 'BRUNSWICK', 'CALHOUN', 'CARROLLTON', 'COLUMBUS', 'DAHLONEGA', 'DALTON', 'DARIEN',
             'DECATUR', 'DOUGLAS', 'EAST POINT', 'FITZGERALD', 'FORT VALLEY', 'GAINESVILLE', 'LA GRANGE', 'MACON',
             'MARIETTA', 'MILLEDGEVILLE', 'PLAINS', 'ROME', 'SAVANNAH', 'TOCCOA', 'VALDOSTA', 'WARM SPRINGS',
             'WARNER ROBINS', 'WASHINGTON', 'WAYCROSS', 'HAWAII', 'HANALEI', 'HILO', 'HONAUNAU', 'HONOLULU',
             'KAHULUI', 'KANEOHE', 'KAPAA', 'KAWAIHAE', 'LAHAINA', 'LAIE', 'WAHIAWA', 'WAILUKU', 'WAIMEA',
             'IDAHO', 'BLACKFOOT', 'BOISE', 'BONNERS FERRY', 'CALDWELL', 'COEUR D’ALENE', 'IDAHO CITY',
             'IDAHO FALLS', 'KELLOGG', 'LEWISTON', 'MOSCOW', 'NAMPA', 'POCATELLO', 'PRIEST RIVER', 'REXBURG',
             'SUN VALLEY', 'TWIN FALLS', 'ILLINOIS', 'ALTON', 'ARLINGTON HEIGHTS', 'ARTHUR', 'AURORA',
             'BELLEVILLE', 'BELVIDERE', 'BLOOMINGTON', 'BROOKFIELD', 'CAHOKIA', 'CAIRO', 'CALUMET CITY', 'CANTON',
             'CARBONDALE', 'CARLINVILLE', 'CARTHAGE', 'CENTRALIA', 'CHAMPAIGN', 'CHARLESTON', 'CHESTER', 'CHICAGO',
             'CHICAGO HEIGHTS', 'CICERO', 'COLLINSVILLE', 'DANVILLE', 'DECATUR', 'DEKALB', 'DES PLAINES', 'DIXON',
             'EAST MOLINE', 'EAST SAINT LOUIS', 'EFFINGHAM', 'ELGIN', 'ELMHURST', 'EVANSTON', 'FREEPORT', 'GALENA',
             'GALESBURG', 'GLEN ELLYN', 'GLENVIEW', 'GRANITE CITY', 'HARRISBURG', 'HERRIN', 'HIGHLAND PARK',
             'JACKSONVILLE', 'JOLIET', 'KANKAKEE', 'KASKASKIA', 'KEWANEE', 'LA SALLE', 'LAKE FOREST', 'LIBERTYVILLE',
             'LINCOLN', 'LISLE', 'LOMBARD', 'MACOMB', 'MATTOON', 'MOLINE', 'MONMOUTH', 'MOUNT VERNON', 'MUNDELEIN',
             'NAPERVILLE', 'NAUVOO', 'NORMAL', 'NORTH CHICAGO', 'OAK PARK', 'OREGON', 'OTTAWA', 'PALATINE',
             'PARK FOREST', 'PARK RIDGE', 'PEKIN', 'PEORIA', 'PETERSBURG', 'PONTIAC', 'QUINCY', 'RANTOUL',
             'RIVER FOREST', 'ROCK ISLAND', 'ROCKFORD', 'SALEM', 'SHAWNEETOWN', 'SKOKIE', 'SOUTH HOLLAND',
             'SPRINGFIELD', 'STREATOR', 'SUMMIT', 'URBANA', 'VANDALIA', 'VIRDEN', 'WAUKEGAN', 'WHEATON', 'WILMETTE',
             'WINNETKA', 'WOOD RIVER', 'ZION', 'INDIANA', 'ANDERSON', 'BEDFORD', 'BLOOMINGTON', 'COLUMBUS',
             'CONNERSVILLE', 'CORYDON', 'CRAWFORDSVILLE', 'EAST CHICAGO', 'ELKHART', 'ELWOOD', 'EVANSVILLE',
             'FORT WAYNE', 'FRENCH LICK', 'GARY', 'GENEVA', 'GOSHEN', 'GREENFIELD', 'HAMMOND', 'HOBART',
             'HUNTINGTON', 'INDIANAPOLIS', 'JEFFERSONVILLE', 'KOKOMO', 'LAFAYETTE', 'MADISON', 'MARION',
             'MICHIGAN CITY', 'MISHAWAKA', 'MUNCIE', 'NAPPANEE', 'NASHVILLE', 'NEW ALBANY', 'NEW CASTLE',
             'NEW HARMONY', 'PERU', 'PLYMOUTH', 'RICHMOND', '<NAME>', 'SHELBYVILLE', 'SOUTH BEND',
             'TERRE HAUTE', 'VALPARAISO', 'VINCENNES', 'WABASH', 'WEST LAFAYETTE', 'IOWA', 'AMANA COLONIES',
             'AMES', 'BOONE', 'BURLINGTON', '<NAME>', 'CEDAR RAPIDS', 'CHARLES CITY', 'CHEROKEE', 'CLINTON',
             'COUNCIL BLUFFS', 'DAVENPORT', 'DES MOINES', 'DUBUQUE', 'ESTHERVILLE', 'FAIRFIELD', 'FORT DODGE',
             'GRINNELL', 'INDIANOLA', 'IOWA CITY', 'KEOKUK', 'MASON CITY', 'MOUNT PLEASANT', 'MUSCATINE', 'NEWTON',
             'OSKALOOSA', 'OTTUMWA', 'SIOUX CITY', 'WATERLOO', 'WEBSTER CITY', 'WEST DES MOINES', 'KANSAS',
             'ABILENE', 'ARKANSAS CITY', 'ATCHISON', 'CHANUTE', 'COFFEYVILLE', 'COUNCIL GROVE', 'DODGE CITY',
             'EMPORIA', 'FORT SCOTT', 'GARDEN CITY', 'GREAT BEND', 'HAYS', 'HUTCHINSON', 'INDEPENDENCE',
             'JUNCTION CITY', 'KANSAS CITY', 'LAWRENCE', 'LEAVENWORTH', 'LIBERAL', 'MANHATTAN', 'MCPHERSON',
             'MEDICINE LODGE', 'NEWTON', 'OLATHE', 'OSAWATOMIE', 'OTTAWA', 'OVERLAND PARK', 'PITTSBURG', 'SALINA',
             'SHAWNEE', 'SMITH CENTER', 'TOPEKA', 'WICHITA', 'KENTUCKY', 'ASHLAND', 'BARBOURVILLE',
             'BARDSTOWN', 'BEREA', 'BOONESBOROUGH', 'BOWLING GREEN', 'CAMPBELLSVILLE', 'COVINGTON', 'DANVILLE',
             'ELIZABETHTOWN', 'FRANKFORT', 'HARLAN', 'HARRODSBURG', 'HAZARD', 'HENDERSON', 'HODGENVILLE',
             'HOPKINSVILLE', 'LEXINGTON', 'LOUISVILLE', 'MAYFIELD', 'MAYSVILLE', 'MIDDLESBORO', 'NEWPORT',
             'OWENSBORO', 'PADUCAH', 'PARIS', 'RICHMOND', 'LOUISIANA', 'ABBEVILLE', 'ALEXANDRIA', 'BASTROP',
             'BATON ROUGE', 'BOGALUSA', 'BOSSIER CITY', 'GRETNA', 'HOUMA', 'LAFAYETTE', 'LAKE CHARLES', 'MONROE',
             'MORGAN CITY', 'NATCHITOCHES', 'NEW IBERIA', 'NEW ORLEANS', 'OPELOUSAS', 'RUSTON', 'SAINT MARTINVILLE',
             'SHREVEPORT', 'THIBODAUX', 'MAINE', 'AUBURN', 'AUGUSTA', 'BANGOR', '<NAME>', 'BATH',
             'BELFAST', 'BIDDEFORD', 'BOOTHBAY HARBOR', 'BRUNSWICK', 'CALAIS', 'CARIBOU', 'CASTINE', 'EASTPORT',
             'ELLSWORTH', 'FARMINGTON', 'FORT KENT', 'GARDINER', 'HOULTON', 'KENNEBUNKPORT', 'KITTERY', 'LEWISTON',
             'LUBEC', 'MACHIAS', 'ORONO', 'PORTLAND', 'PRESQUE ISLE', 'ROCKLAND', 'RUMFORD', 'SACO', 'SCARBOROUGH',
             'WATERVILLE', 'YORK', 'MARYLAND', 'ABERDEEN', 'ANNAPOLIS', 'BALTIMORE', 'BETHESDA-CHEVY CHASE',
             'BOWIE', 'CAMBRIDGE', 'CATONSVILLE', 'COLLEGE PARK', 'COLUMBIA', 'CUMBERLAND', 'EASTON', 'ELKTON',
             'EMMITSBURG', 'FREDERICK', 'GREENBELT', 'HAGERSTOWN', 'HYATTSVILLE', 'LAUREL', 'OAKLAND', 'OCEAN CITY',
             'ROCKVILLE', 'SAINT MARYS CITY', 'SALISBURY', 'SILVER SPRING', 'TAKOMA PARK', 'TOWSON', 'WESTMINSTER',
             'MASSACHUSETTS', 'ABINGTON', 'ADAMS', 'AMESBURY', 'AMHERST', 'ANDOVER', 'ARLINGTON', 'ATHOL',
             'ATTLEBORO', 'BARNSTABLE', 'BEDFORD', 'BEVERLY', 'BOSTON', 'BOURNE', 'BRAINTREE', 'BROCKTON',
             'BROOKLINE', 'CAMBRIDGE', 'CANTON', 'CHARLESTOWN', 'CHELMSFORD', 'CHELSEA', 'CHICOPEE', 'CLINTON',
             'COHASSET', 'CONCORD', 'DANVERS', 'DARTMOUTH', 'DEDHAM', 'DENNIS', 'DUXBURY', 'EASTHAM', 'EDGARTOWN',
             'EVERETT', 'FAIRHAVEN', 'FALL RIVER', 'FALMOUTH', 'FITCHBURG', 'FRAMINGHAM', 'GLOUCESTER',
             'GREAT BARRINGTON', 'GREENFIELD', 'GROTON', 'HARWICH', 'HAVERHILL', 'HINGHAM', 'HOLYOKE', 'HYANNIS',
             'IPSWICH', 'LAWRENCE', 'LENOX', 'LEOMINSTER', 'LEXINGTON', 'LOWELL', 'LUDLOW', 'LYNN', 'MALDEN',
             'MARBLEHEAD', 'MARLBOROUGH', 'MEDFORD', 'MILTON', 'NAHANT', 'NATICK', 'NEW BEDFORD', 'NEWBURYPORT',
             'NEWTON', 'NORTH ADAMS', 'NORTHAMPTON', 'NORTON', 'NORWOOD', 'PEABODY', 'PITTSFIELD', 'PLYMOUTH',
             'PROVINCETOWN', 'QUINCY', 'RANDOLPH', 'REVERE', 'SALEM', 'SANDWICH', 'SAUGUS', 'SOMERVILLE',
             'SOUTH HADLEY', 'SPRINGFIELD', 'STOCKBRIDGE', 'STOUGHTON', 'STURBRIDGE', 'SUDBURY', 'TAUNTON',
             'TEWKSBURY', 'TRURO', 'WATERTOWN', 'WEBSTER', 'WELLESLEY', 'WELLFLEET', 'WEST BRIDGEWATER',
             'WEST SPRINGFIELD', 'WESTFIELD', 'WEYMOUTH', 'WHITMAN', 'WILLIAMSTOWN', 'WOBURN', 'WOODS HOLE',
             'WORCESTER', 'MICHIGAN', 'ADRIAN', 'ALMA', 'ANN ARBOR', 'BATTLE CREEK', 'BAY CITY',
             'BENTON HARBOR', 'BLOOMFIELD HILLS', 'CADILLAC', 'CHARLEVOIX', 'CHEBOYGAN', 'DEARBORN', 'DETROIT',
             'EAST LANSING', 'EASTPOINTE', 'ECORSE', 'ESCANABA', 'FLINT', 'GRAND HAVEN', 'GRAND RAPIDS', 'GRAYLING',
             'GROSSE POINTE', 'HANCOCK', 'HIGHLAND PARK', 'HOLLAND', 'HOUGHTON', 'INTERLOCHEN', 'IRON MOUNTAIN',
             'IRONWOOD', 'ISHPEMING', 'JACKSON', 'KALAMAZOO', 'LANSING', 'LIVONIA', 'LUDINGTON', 'MACKINAW CITY',
             'MANISTEE', 'MARQUETTE', 'MENOMINEE', 'MIDLAND', 'MONROE', 'MOUNT CLEMENS', 'MOUNT PLEASANT',
             'MUSKEGON', 'NILES', 'PETOSKEY', 'PONTIAC', 'PORT HURON', 'ROYAL OAK', 'SAGINAW', 'SAINT IGNACE',
             'SAINT JOSEPH', 'SAULT SAINTE MARIE', 'TRAVERSE CITY', 'TRENTON', 'WARREN', 'WYANDOTTE', 'YPSILANTI',
             'MINNESOTA', 'ALBERT LEA', 'ALEXANDRIA', 'AUSTIN', 'BEMIDJI', 'BLOOMINGTON', 'BRAINERD',
             'CROOKSTON', 'DULUTH', 'ELY', 'EVELETH', 'FARIBAULT', 'FERGUS FALLS', 'HASTINGS', 'HIBBING',
             'INTERNATIONAL FALLS', 'LITTLE FALLS', 'MANKATO', 'MINNEAPOLIS', 'MOORHEAD', 'NEW ULM', 'NORTHFIELD',
             'OWATONNA', 'PIPESTONE', 'RED WING', 'ROCHESTER', 'SAINT CLOUD', 'SAINT PAUL', 'SAUK CENTRE',
             'SOUTH SAINT PAUL', 'STILLWATER', 'VIRGINIA', 'WILLMAR', 'WINONA', 'MISSISSIPPI',
             'BAY SAINT LOUIS', 'BILOXI', 'CANTON', 'CLARKSDALE', 'COLUMBIA', 'COLUMBUS', 'CORINTH', 'GREENVILLE',
             'GREENWOOD', 'GRENADA', 'GULFPORT', 'HATTIESBURG', 'HOLLY SPRINGS', 'JACKSON', 'LAUREL', 'MERIDIAN',
             'NATCHEZ', 'OCEAN SPRINGS', 'OXFORD', 'PASCAGOULA', 'PASS CHRISTIAN', 'PHILADELPHIA', 'PORT GIBSON',
             'STARKVILLE', 'TUPELO', 'VICKSBURG', 'WEST POINT', 'YAZOO CITY', 'MISSOURI', 'BOONVILLE',
             'BRANSON', '<NAME>', 'CARTHAGE', 'CHILLICOTHE', 'CLAYTON', 'COLUMBIA', 'EXCELSIOR SPRINGS',
             'FERGUSON', 'FLORISSANT', 'FULTON', 'HANNIBAL', 'INDEPENDENCE', 'JEFFERSON CITY', 'JOPLIN',
             'KANSAS CITY', 'KIRKSVILLE', 'LAMAR', 'LEBANON', 'LEXINGTON', 'MARYVILLE', 'MEXICO', 'MONETT', 'NEOSHO',
             'NEW MADRID', 'ROLLA', 'SA<NAME>', 'SAINT JOSEPH', 'SAINT LOUIS', 'SAINTE GENEVIEVE', 'SALEM',
             'SEDALIA', 'SPRINGFIELD', 'WARRENSBURG', 'WEST PLAINS', 'MONTANA', 'ANACONDA', 'BILLINGS',
             'BOZEMAN', 'BUTTE', 'DILLON', 'FORT BENTON', 'GLENDIVE', 'GREAT FALLS', 'HAVRE', 'HELENA', 'KALISPELL',
             'LEWISTOWN', 'LIVINGSTON', 'MILES CITY', 'MISSOULA', 'VIRGINIA CITY', 'NEBRASKA', 'BEATRICE',
             'BELLEVUE', 'BOYS TOWN', 'CHADRON', 'COLUMBUS', 'FREMONT', 'GRAND ISLAND', 'HASTINGS', 'KEARNEY',
             'LINCOLN', 'MCCOOK', 'MINDEN', 'NEBRASKA CITY', 'NORFOLK', 'NORTH PLATTE', 'OMAHA', 'PLATTSMOUTH',
             'RED CLOUD', 'SIDNEY', 'NEVADA', 'BOULDER CITY', 'CARSON CITY', 'ELKO', 'ELY', 'FALLON',
             'GENOA', 'GOLDFIELD', 'HENDERSON', 'LAS VEGAS', 'NORTH LAS VEGAS', 'RENO', 'SPARKS', 'VIRGINIA CITY',
             'WINNEMUCCA', 'NEW HAMPSHIRE', 'BERLIN', 'CLAREMONT', 'CONCORD', 'DERRY', 'DOVER', 'DURHAM',
             'EXETER', 'FRANKLIN', 'HANOVER', 'HILLSBOROUGH', 'KEENE', 'LACONIA', 'LEBANON', 'MANCHESTER', 'NASHUA',
             'PETERBOROUGH', 'PLYMOUTH', 'PORTSMOUTH', 'ROCHESTER', 'SALEM', 'SOMERSWORTH', 'NEW JERSEY',
             'ASBURY PARK', 'ATLANTIC CITY', 'BAYONNE', 'BLOOMFIELD', 'BORDENTOWN', 'BOUND BROOK', 'BRIDGETON',
             'BURLINGTON', 'CALDWELL', 'CAMDEN', '<NAME>', 'CLIFTON', 'CRANFORD', 'EAST ORANGE', 'EDISON',
             'ELIZABETH', 'ENGLEWOOD', 'FORT LEE', 'GLASSBORO', 'HACKENSACK', 'HADDONFIELD', 'HOBOKEN', 'IRVINGTON',
             'JERSEY CITY', 'LAKEHURST', 'LAKEWOOD', 'LONG BEACH', 'LONG BRANCH', 'MADISON', 'MENLO PARK',
             'MILLBURN', 'MILLVILLE', 'MONTCLAIR', 'MORRISTOWN', 'MOUNT HOLLY', 'NEW BRUNSWICK', 'NEW MILFORD',
             'NEWARK', 'OCEAN CITY', 'ORANGE', 'PARSIPPANY–TROY HILLS', 'PASSAIC', 'PATERSON', '<NAME>',
             'PLAINFIELD', 'PRINCETON', 'RIDGEWOOD', 'ROSELLE', 'RUTHERFORD', 'SALEM', 'SOMERVILLE',
             'SOUTH ORANGE VILLAGE', 'TOTOWA', 'TRENTON', 'UNION', 'UNION CITY', 'VINELAND', 'WAYNE', 'WEEHAWKEN',
             'WEST NEW YORK', 'WEST ORANGE', 'WILLINGBORO', 'WOODBRIDGE', 'NEW MEXICO', 'ACOMA',
             'ALAMOGORDO', 'ALBUQUERQUE', 'ARTESIA', 'BELEN', 'CARLSBAD', 'CLOVIS', 'DEMING', 'FARMINGTON', 'GALLUP',
             'GRANTS', 'HOBBS', 'LAS CRUCES', 'LAS VEGAS', 'LOS ALAMOS', 'LOVINGTON', 'PORTALES', 'RATON', 'ROSWELL',
             'SANTA FE', 'SHIPROCK', 'SILVER CITY', 'SOCORRO', 'TAOS', 'TRUTH OR CONSEQUENCES', 'TUCUMCARI',
             'NEW YORK', 'ALBANY', 'AMSTERDAM', 'AUBURN', 'BABYLON', 'BATAVIA', 'BEACON', 'BEDFORD',
             'BINGHAMTON', 'BRONX', 'BROOKLYN', 'BUFFALO', 'CHAUTAUQUA', 'CHEEKTOWAGA', 'CLINTON', 'COHOES',
             'CONEY ISLAND', 'COOPERSTOWN', 'CORNING', 'CORTLAND', 'CROWN POINT', 'DUNKIRK', 'EAST AURORA',
             'EAST HAMPTON', 'EASTCHESTER', 'ELMIRA', 'FLUSHING', 'FOREST HILLS', 'FREDONIA', 'GARDEN CITY',
             'GENEVA', 'GLENS FALLS', 'GLOVERSVILLE', 'GREAT NECK', 'HAMMONDSPORT', 'HARLEM', 'HEMPSTEAD',
             'HERKIMER', 'HUDSON', 'HUNTINGTON', 'HY<NAME>', 'ILION', 'ITHACA', 'JAMESTOWN', 'JOHNSTOWN',
             'KINGSTON', 'LACKAWANNA', 'LAKE PLACID', 'LEVITTOWN', 'LOCKPORT', 'MAMARONECK', 'MANHATTAN', 'MASSENA',
             'MIDDLETOWN', 'MINEOLA', 'MOUNT VERNON', 'NEW PALTZ', 'NEW ROCHELLE', 'NEW WINDSOR', 'NEW YORK CITY',
             'NEWBURGH', 'NIAGARA FALLS', 'NORTH HEMPSTEAD', 'NYACK', 'OGDENSBURG', 'OLEAN', 'ONEIDA', 'ONEONTA',
             'OSSINING', 'OSWEGO', 'OYSTER BAY', 'PALMYRA', 'PEEKSKILL', 'PLATTSBURGH', 'PORT WASHINGTON', 'POTSDAM',
             'POUGHKEEPSIE', 'QUEENS', 'RENSSELAER', 'ROCHESTER', 'ROME', 'ROTTERDAM', 'RYE', 'SAG HARBOR',
             'SARANAC LAKE', 'SARATOGA SPRINGS', 'SCARSDALE', 'SCHENECTADY', 'SENECA FALLS', 'SOUTHAMPTON',
             'STATEN ISLAND', 'STONY BROOK', 'STONY POINT', 'SYRACUSE', 'TARRYTOWN', 'TICONDEROGA', 'TONAWANDA',
             'TROY', 'UTICA', 'WATERTOWN', 'WATERVLIET', 'WATKINS GLEN', 'WEST SENECA', 'WHITE PLAINS', 'WOODSTOCK',
             'YONKERS', 'NORTH CAROLINA', 'ASHEBORO', 'ASHEVILLE', 'BATH', 'BEAUFORT', 'BOONE', 'BURLINGTON',
             'CHAPEL HILL', 'CHARLOTTE', 'CONCORD', 'DURHAM', 'EDENTON', 'ELIZABETH CITY', 'FAYETTEVILLE',
             'GASTONIA', 'GOLDSBORO', 'GREENSBORO', 'GREENVILLE', 'HALIFAX', 'HENDERSON', 'HICKORY', 'HIGH POINT',
             'HILLSBOROUGH', 'JACKSONVILLE', 'KINSTON', '<NAME>', 'LUMBERTON', 'MOREHEAD CITY', 'MORGANTON',
             'NAGS HEAD', 'NEW BERN', 'PINEHURST', 'RALEIGH', 'ROCKY MOUNT', 'SALISBURY', 'SHELBY', 'WASHINGTON',
             'WILMINGTON', 'WILSON', 'WINSTON-SALEM', 'NORTH DAKOTA', 'BISMARCK', 'DEVILS LAKE', 'DICKINSON',
             'FARGO', 'GRAND FORKS', 'JAMESTOWN', 'MANDAN', 'MINOT', 'RUGBY', 'VALLEY CITY', 'WAHPETON', 'WILLISTON',
             'OHIO', 'AKRON', 'ALLIANCE', 'ASHTABULA', 'ATHENS', 'BARBERTON', 'BEDFORD', 'BELLEFONTAINE',
             'BOWLING GREEN', 'CANTON', 'CHILLICOTHE', 'CINCINNATI', 'CLEVELAND', 'CLEVELAND HEIGHTS', 'COLUMBUS',
             'CONNEAUT', 'CUYAHOGA FALLS', 'DAYTON', 'DEFIANCE', 'DELAWARE', 'EAST CLEVELAND', 'EAST LIVERPOOL',
             'ELYRIA', 'EUCLID', 'FINDLAY', 'GALLIPOLIS', 'GREENVILLE', 'HAMILTON', 'KENT', 'KETTERING', 'LAKEWOOD',
             'LANCASTER', 'LIMA', 'LORAIN', 'MANSFIELD', 'MARIETTA', 'MARION', 'MARTINS FERRY', 'MASSILLON',
             'MENTOR', 'MIDDLETOWN', 'MILAN', 'MOUNT VERNON', 'NEW PHILADELPHIA', 'NEWARK', 'NILES',
             'NORTH COLLEGE HILL', 'NORWALK', 'OBERLIN', 'PAINESVILLE', 'PARMA', 'PIQUA', 'PORTSMOUTH', 'PUT-IN-BAY',
             'SALEM', 'SANDUSKY', 'SHAKER HEIGHTS', 'SPRINGFIELD', 'STEUBENVILLE', 'TIFFIN', 'TOLEDO', 'URBANA',
             'WARREN', 'WOOSTER', 'WORTHINGTON', 'XENIA', 'YELLOW SPRINGS', 'YOUNGSTOWN', 'ZANESVILLE',
             'OKLAHOMA', 'ADA', 'ALTUS', 'ALVA', 'ANADARKO', 'ARDMORE', 'BARTLESVILLE', 'BETHANY', 'CHICKASHA',
             'CLAREMORE', 'CLINTON', 'CUSHING', 'DUNCAN', 'DURANT', 'EDMOND', 'EL RENO', 'ELK CITY', 'ENID',
             'EUFAULA', 'FREDERICK', 'GUTHRIE', 'GUYMON', 'HOBART', 'HOLDENVILLE', 'HUGO', 'LAWTON', 'MCALESTER',
             'MIAMI', 'MIDWEST CITY', 'MOORE', 'MUSKOGEE', 'NORMAN', 'OKLAHOMA CITY', 'OKMULGEE', 'PAULS VALLEY',
             'PAWHUSKA', 'PERRY', 'PONCA CITY', 'PRYOR', 'SALLISAW', 'SAND SPRINGS', 'SAPULPA', 'SEMINOLE',
             'SHAWNEE', 'STILLWATER', 'TAHLEQUAH', 'THE VILLAGE', 'TULSA', 'VINITA', 'WEWOKA', 'WOODWARD',
             'OREGON', 'ALBANY', 'ASHLAND', 'ASTORIA', 'BAKER CITY', 'BEAVERTON', 'BEND', 'BROOKINGS', 'BURNS',
             'COOS BAY', 'CORVALLIS', 'EUGENE', 'GRANTS PASS', 'HILLSBORO', 'HOOD RIVER', 'JACKSONVILLE', '<NAME>',
             '<NAME>', 'LA GRANDE', '<NAME>', 'LAKEVIEW', 'MCMINNVILLE', 'MEDFORD', 'NEWBERG', 'NEWPORT',
             'ONTARIO', 'OREGON CITY', 'PENDLETON', 'PORT ORFORD', 'PORTLAND', 'PRINEVILLE', 'REDMOND', 'REEDSPORT',
             'ROSEBURG', 'SALEM', 'SEASIDE', 'SPRINGFIELD', 'THE DALLES', 'TILLAMOOK', 'PENNSYLVANIA',
             'ABINGTON', 'ALIQUIPPA', 'ALLENTOWN', 'ALTOONA', 'AMBRIDGE', 'BEDFORD', 'BETHLEHEM', 'BLOOMSBURG',
             'BRADFORD', 'BRISTOL', 'CARBONDALE', 'CARLISLE', 'CHAMBERSBURG', 'CHESTER', 'COLUMBIA', 'EASTON',
             'ERIE', 'FRANKLIN', 'GERMANTOWN', 'GETTYSBURG', 'GREENSBURG', 'HANOVER', 'HARMONY', 'HARRISBURG',
             'HAZLETON', 'HERSHEY', 'HOMESTEAD', 'HONESDALE', 'INDIANA', 'JEANNETTE', '<NAME>', 'JOHNSTOWN',
             'LANCASTER', 'LEBANON', 'LEVITTOWN', 'LEWISTOWN', 'LOCK HAVEN', 'LOWER SOUTHAMPTON', 'MCKEESPORT',
             'MEADVILLE', 'MIDDLETOWN', 'MONROEVILLE', 'NANTICOKE', 'NEW CASTLE', 'NEW HOPE', 'NEW KENSINGTON',
             'NORRISTOWN', 'OIL CITY', 'PHILADELPHIA', 'PHOENIXVILLE', 'PITTSBURGH', 'POTTSTOWN', 'POTTSVILLE',
             'READING', 'SCRANTON', 'SHAMOKIN', 'SHARON', 'STATE COLLEGE', 'STROUDSBURG', 'SUNBURY', 'SWARTHMORE',
             'TAMAQUA', 'TITUSVILLE', 'UNIONTOWN', 'WARREN', 'WASHINGTON', 'WEST CHESTER', 'WILKES-BARRE',
             'WILLIAMSPORT', 'YORK', 'RHODE ISLAND', 'BARRINGTON', 'BRISTOL', 'CENTRAL FALLS', 'CRANSTON',
             'EAST GREENWICH', 'EAST PROVIDENCE', 'KINGSTON', 'MIDDLETOWN', 'NARRAGANSETT', 'NEWPORT',
             'NORTH KINGSTOWN', 'PAWTUCKET', 'PORTSMOUTH', 'PROVIDENCE', 'SOUTH KINGSTOWN', 'TIVERTON', 'WARREN',
             'WARWICK', 'WESTERLY', 'WICKFORD', 'WOONSOCKET', 'SOUTH CAROLINA', 'ABBEVILLE', 'AIKEN',
             'ANDERSON', 'BEAUFORT', 'CAMDEN', 'CHARLESTON', 'COLUMBIA', 'DARLINGTON', 'FLORENCE', 'GAFFNEY',
             'GEORGETOWN', 'GREENVILLE', 'GREENWOOD', 'HARTSVILLE', 'LANCASTER', 'MOUNT PLEASANT', 'MYRTLE BEACH',
             'ORANGEBURG', 'ROCK HILL', 'SPARTANBURG', 'SUMTER', 'UNION', 'SOUTH DAKOTA', 'ABERDEEN',
             'BELLE FOURCHE', 'BROOKINGS', 'CANTON', 'CUSTER', 'DE SMET', 'DEADWOOD', 'HOT SPRINGS', 'HURON', 'LEAD',
             'MADISON', 'MILBANK', 'MITCHELL', 'MOBRIDGE', 'PIERRE', 'RAPID CITY', 'SIOUX FALLS', 'SPEARFISH',
             'STURGIS', 'VERMILLION', 'WATERTOWN', 'YANKTON', 'TENNESSEE', 'ALCOA', 'ATHENS', 'CHATTANOOGA',
             'CLARKSVILLE', 'CLEVELAND', 'COLUMBIA', 'COOKEVILLE', 'DAYTON', 'ELIZABETHTON', 'FRANKLIN', 'GALLATIN',
             'GATLINBURG', 'GREENEVILLE', 'JACKSON', 'JOHNSON CITY', 'JONESBOROUGH', 'KINGSPORT', 'KNOXVILLE',
             'LEBANON', 'MARYVILLE', 'MEMPHIS', 'MORRISTOWN', 'MURFREESBORO', 'NASHVILLE', 'NORRIS', 'OAK RIDGE',
             'SHELBYVILLE', 'TULLAHOMA', 'TEXAS', 'ABILENE', 'ALPINE', 'AMARILLO', 'ARLINGTON', 'AUSTIN',
             'BAYTOWN', 'BEAUMONT', 'BIG SPRING', 'BORGER', 'BROWNSVILLE', 'BRYAN', 'CANYON', 'CLEBURNE',
             'COLLEGE STATION', 'CORPUS CHRISTI', 'CRYSTAL CITY', 'DALLAS', 'DEL RIO', 'DENISON', 'DENTON',
             '<NAME>', 'EDINBURG', '<NAME>', 'FORT WORTH', 'FREEPORT', 'GALVESTON', 'GARLAND', 'GOLIAD',
             'GREENVILLE', 'HARLINGEN', 'HOUSTON', 'HUNTSVILLE', 'IRVING', 'JOHNSON CITY', 'KILGORE', 'KILLEEN',
             'KINGSVILLE', 'LAREDO', 'LONGVIEW', 'LUBBOCK', 'LUFKIN', 'MARSHALL', 'MCALLEN', 'MCKINNEY', 'MESQUITE',
             'MIDLAND', 'MISSION', 'NACOGDOCHES', 'NEW BRAUNFELS', 'ODESSA', 'ORANGE', 'PAMPA', 'PARIS', 'PASADENA',
             'PECOS', 'PHARR', 'PLAINVIEW', 'PLANO', 'PORT ARTHUR', 'PORT LAVACA', 'RICHARDSON', 'SAN ANGELO',
             'SAN ANTONIO', 'SAN FELIPE', 'SAN MARCOS', 'SHERMAN', 'SWEETWATER', 'TEMPLE', 'TEXARKANA', 'TEXAS CITY',
             'TYLER', 'UVALDE', 'VICTORIA', 'WACO', 'WEATHERFORD', 'WICHITA FALLS', 'YSLETA', 'UTAH', 'ALTA',
             'AMERICAN FORK', 'BOUNTIFUL', 'BRIGHAM CITY', 'CEDAR CITY', 'CLEARFIELD', 'DELTA', 'FILLMORE',
             'GREEN RIVER', 'HEBER CITY', 'KANAB', 'LAYTON', 'LEHI', 'LOGAN', 'MANTI', 'MOAB', 'MONTICELLO',
             'MURRAY', 'NEPHI', 'OGDEN', 'ORDERVILLE', 'OREM', 'PANGUITCH', 'PARK CITY', 'PAYSON', 'PRICE', 'PROVO',
             'SAINT GEORGE', 'SALT LAKE CITY', 'SPANISH FORK', 'SPRINGVILLE', 'TOOELE', 'VERNAL', 'VERMONT',
             'BARRE', '<NAME>', 'BENNINGTON', 'BRATTLEBORO', 'BURLINGTON', 'ESSEX', 'MANCHESTER',
             'MIDDLEBURY', 'MONTPELIER', 'NEWPORT', 'PLYMOUTH', 'RUTLAND', 'SAINT ALBANS', 'SAINT JOHNSBURY',
             'SHARON', 'WINOOSKI', 'VIRGINIA', 'ABINGDON', 'ALEXANDRIA', 'BRISTOL', 'CHARLOTTESVILLE',
             'CHESAPEAKE', 'DANVILLE', 'FAIRFAX', 'FALLS CHURCH', 'FREDERICKSBURG', 'HAMPTON', 'HANOVER', 'HOPEWELL',
             'LEXINGTON', 'LYNCHBURG', 'MANASSAS', 'MARTINSVILLE', 'NEW MARKET', 'NEWPORT NEWS', 'NORFOLK',
             'PETERSBURG', 'PORTSMOUTH', 'RESTON', 'RICHMOND', 'ROANOKE', 'STAUNTON', 'SUFFOLK', 'VIRGINIA BEACH',
             'WAYNESBORO', 'WILLIAMSBURG', 'WINCHESTER', 'WASHINGTON', 'ABERDEEN', 'ANACORTES', 'AUBURN',
             'BELLEVUE', 'BELLINGHAM', 'BREMERTON', 'CENTRALIA', '<NAME>', 'COUPEVILLE', 'ELLENSBURG', 'EPHRATA',
             'EVERETT', 'HOQUIAM', 'KELSO', 'KENNEWICK', 'LONGVIEW', '<NAME>', '<NAME>', 'OLYMPIA', 'PASCO',
             'POINT ROBERTS', 'PORT ANGELES', 'PULLMAN', 'PUYALLUP', 'REDMOND', 'RENTON', 'RICHLAND', 'SEATTLE',
             'SPOKANE', 'TACOMA', 'VANCOUVER', '<NAME>', 'WENATCHEE', 'YAKIMA', 'WEST VIRGINIA', 'BATH',
             'BECKLEY', 'BLUEFIELD', 'BUCKHANNON', 'CHAR<NAME>', 'CHARLESTON', 'CLARKSBURG', 'ELKINS', 'FAIRMONT',
             'GRAFTON', '<NAME>', 'HILLSBORO', 'HINTON', 'HUNTINGTON', 'KEYSER', 'LEWISBURG', 'LOGAN',
             'MARTINSBURG', 'MORGANTOWN', 'MOUNDSVILLE', 'NEW MARTINSVILLE', 'PARKERSBURG', 'PHILIPPI',
             'POINT PLEASANT', 'PRINCETON', 'ROMNEY', 'SHEPHERDSTOWN', 'SOUTH CHARLESTON', 'SUMMERSVILLE', 'WEIRTON',
             'WELCH', 'WELLSBURG', 'WESTON', 'WHEELING', 'WHITE SULPHUR SPRINGS', 'WILLIAMSON', 'WISCONSIN',
             'APPLETON', 'ASHLAND', 'BARABOO', 'BELMONT', 'BELOIT', 'EAU CLAIRE', 'FOND DU LAC', 'GREEN BAY',
             'HAYWARD', 'JANESVILLE', 'KENOSHA', 'LA CROSSE', 'LA<NAME>', 'MADISON', 'MANITOWOC', 'MARINETTE',
             'MENASHA', 'MILWAUKEE', 'NEENAH', 'NEW GLARUS', 'OCONTO', 'OSHKOSH', 'PESHTIGO', 'PORTAGE',
             'PRAIRIE DU CHIEN', 'RACINE', 'RHINELANDER', 'RIPON', 'SHEBOYGAN', 'SPRING GREEN', 'STEVENS POINT',
             '<NAME>', 'SUPERIOR', 'WAUKESHA', 'WAUSAU', 'WAUWATOSA', 'WEST ALLIS', 'WEST BEND',
             '<NAME>', 'BUFFALO', 'CASPER', 'CHEYENNE', 'CODY', 'DOUGLAS', 'EVANSTON', 'GILLETTE',
             'GREEN RIVER', 'JACKSON', 'LANDER', 'LARAMIE', 'NEWCASTLE', 'POWELL', 'RAWLINS', 'RIVERTON',
             'ROCK SPRINGS', 'SHERIDAN', 'TEN SLEEP', 'THERMOPOLIS', 'TORRINGTON', 'WORLAND']
CITY_DICT = set(CITY_LIST)

WEBSITE_KEY_WORDS = ['GOV', 'NYC', 'NY', 'US', 'EDU', 'ORG', 'COM', 'WWW', 'HTTP', 'NET']

LOCATION_TYPE_LIST = set(['ABANDONED BUILDING', 'AIRPORT TERMINAL', 'BANK', 'CHURCH', 'CLOTHING', 'BOUTIQUE',
                          'RESIDENCE-HOUSE', 'COMMERCIAL BUILDING', 'PRIVATE/PAROCHIAL SCHOOL', 'GAS STATION',
                          'ABANDONED BUILDING', 'RESTAURANT/DINER', 'BUS (NYC TRANSIT)', 'OTHER', 'STORAGE FACILITY',
                          'GYM/FITNESS FACILITY', 'PARKING LOT/GARAGE (PRIVATE)', 'TRANSIT - NYC SUBWAY',
                          'TAXI (LIVERY LICENSED)', 'CEMETERY', 'STORE UNCLASSIFIED', 'BEAUTY & NAIL SALON',
                          'TAXI (YELLOW LICENSED)', 'GROCERY/BODEGA', 'MARINA/PIER', 'PARK/PLAYGROUND', 'VARIETY STORE',
                          'ATM', 'FACTORY/WAREHOUSE', 'CANDY STORE', 'SMALL MERCHANT', 'CHAIN STORE', 'BUS STOP',
                          'PARKING LOT/GARAGE (PUBLIC)', 'BRIDGE', 'MOSQUE', 'HIGHWAY/PARKWAY', 'SYNAGOGUE',
                          'CHECK CASHING BUSINESS', 'TELECOMM. STORE', 'RESIDENCE - APT. HOUSE', 'PUBLIC SCHOOL',
                          'BANK',
                          'BAR/NIGHT CLUB', 'DEPARTMENT STORE', 'DOCTOR/DENTIST OFFICE', 'PHOTO/COPY',
                          'FERRY/FERRY TERMINAL', 'STREET', 'TRANSIT FACILITY (OTHER)', 'DRY CLEANER/LAUNDRY',
                          'OPEN AREAS (OPEN LOTS)', 'OTHER HOUSE OF WORSHIP'])

regex_zip = re.compile(r"^[0-9]{5}(?:-[0-9]{4})?$")

regex_phone_number = re.compile(
    r"^(?:\+?1[-. ]?)?\(?([0-9]{3})\)?[-. ]?([0-9]{3})[-. ]?([0-9]{4})$")


# Regular expression
def valid_zip_code(value):
    return regex_zip.search(value) is not None


def valid_phone_number(value):
    return regex_phone_number.search(value) is not None


def valid_latitude(value):
    return abs(float(value)) < 90


def valid_longitude(value):
    return abs(float(value)) < 90


def valid_lat_lon_cord(value):
    try:
        lat, lng = value[1:-2].split(',')
        return valid_latitude(lat.strip()) and valid_longitude(lng.strip())
    except:
        pass

    return False


# Key words
def valid_by_key_words(key, pattern_list):
    for pattern in pattern_list:
        if pattern in key:
            return True
    return False


def valid_website(value):
    return valid_by_key_words(value, WEBSITE_KEY_WORDS)


def valid_school_name(key):
    return valid_by_key_words(key, SCHOOL_KEY_WORDS)


def valid_address(key):
    return valid_by_key_words(key, ADDRESS_KEY_WORDS)


def valid_street_name(key):
    return valid_by_key_words(key, ADDRESS_KEY_WORDS)


def valid_college_name(key):
    return valid_by_key_words(key, UNIVERSITY_KEY_WORDS)


def valid_building_classification(value):
    return valid_by_key_words(value, BUILDING_CLASSIFICATION_KEY_WORDS)


def valid_park_playground(value):
    return valid_by_key_words(value, PARK_KEY_WORDS)


def valid_car_make(key):
    return valid_by_key_words(key, CAR_MAKE_KEY_WORDS)


# Dictionary
def valid_borough(key):
    return key in BOROUGHS_DICT


def valid_color(key):
    return key in COLOR_DICT


def valid_city_agency(key):
    return key in NYC_AGENCY_DICT


def valid_business_name(key):
    return key in BUSINESS_DICT


def valid_city(key):
    return key in CITY_DICT


def valid_subject_in_school(key):
    return key in SUBJECT_DICT


def valid_area_of_study(key):
    return key in AREA_OF_STUDY_DICT


def valid_school_level(key):
    return key in SCHOOL_LEVEL_DICT


def valid_neighborhood(key):
    return key in NEIGHBORHOOD_DICT


def valid_vehicle_type(key):
    return key in VEHICLE_DICT


def valid_location_type(key):
    return key in LOCATION_TYPE_LIST


def valid_dba(column_name):
    return True if "dba" in column_name else False


def valid_middle_initial(column_name):
    return True if "mi" in column_name or "middleinitial" in column_name else False


def process_column_name(column_name):
    return column_name[10:].strip().replace('_', '').lower()


def column_name_to_label(column_name):
    return column_name[10:].strip().lower()


semantic_type_validator = {
    "zip_code": valid_zip_code,
    "phone_number": valid_phone_number,
    "lat_lon_cord": valid_lat_lon_cord,
    "website": valid_website,
    "borough": valid_borough,
    "school_name": valid_school_name,
    "address": valid_address,
    "street_name": valid_street_name,
    "college_name": valid_college_name,
    "building_classification": valid_building_classification,
    "park_playground": valid_park_playground,
    "color": valid_color,
    "car_make": valid_car_make,
    "city_agency": valid_city_agency,
    "business_name": valid_business_name,
    "city": valid_city,
    "subject_in_school": valid_subject_in_school,
    "area_of_study": valid_area_of_study,
    "school_level": valid_school_level,
    "neighborhood": valid_neighborhood,
    "vehicle_type": valid_vehicle_type,
    "location_type": valid_location_type,
}

other_label_checker = {
    "person_name": valid_middle_initial,
    "business_name": valid_dba,
}


def is_phone_number(column_name):
    return True if 'phone' in column_name else False


def is_zip_code(column_name):
    return True if 'zip' in column_name else False


def is_person_name(column_name):
    return True if (('first' in column_name or 'last' in column_name) and (
            'name' in column_name)) or ('mi' in column_name or 'middleinitial' in column_name) else False


def is_address(column_name):
    return True if 'street' in column_name or 'address' in column_name or 'landmark' in column_name else False


def is_neighborhood(column_name):
    return True if 'neighborhood' in column_name else False


def is_subject_in_school(column_name):
    return True if 'subject' in column_name or 'course' in column_name else False


def is_city(column_name):
    return True if 'city' in column_name else False


def is_website(column_name):
    return True if 'website' in column_name else False


def is_street_name(column_name):
    return True if 'street' in column_name or 'address' in column_name or 'landmark' in column_name else False


def is_borough(column_name):
    return True if 'borough' in column_name or 'boro' in column_name else False


def is_park_playground(column_name):
    return True if 'park' in column_name else False


def is_lat_lon_cord(column_name):
    return True if 'location' in column_name else False


def is_color(column_name):
    return True if 'color' in column_name else False


def is_business_name(column_name):
    return True if 'businessname' in column_name or 'dba' in column_name else False


def is_school_level(column_name):
    return True if 'schoollevel' in column_name else False


def is_school_name(column_name):
    return True if 'schoolname' in column_name or 'school' in column_name else False


def is_car_make(column_name):
    return True if 'make' in column_name else False


def is_building_classification(column_name):
    return True if 'buildingclassification' in column_name else False


def is_city_agency(column_name):
    return True if 'agency' in column_name else False


def is_area_of_study(column_name):
    return True if 'interest' in column_name else False


def is_vehicle_type(column_name):
    return True if 'vehicle' in column_name and ('type' in column_name or 'model' in column_name) else False


def is_location_type(column_name):
    return True if 'premtypdesc' in column_name else False


semantic_type_checker = {
    "zip_code": is_zip_code,
    "phone_number": is_phone_number,
    "lat_lon_cord": is_lat_lon_cord,
    "website": is_website,
    "borough": is_borough,
    "school_name": is_school_name,
    "address": is_address,
    "street_name": is_street_name,
    "building_classification": is_building_classification,
    "park_playground": is_park_playground,
    "color": is_color,
    "car_make": is_car_make,
    "city_agency": is_city_agency,
    "business_name": is_business_name,
    "city": is_city,
    "subject_in_school": is_subject_in_school,
    "area_of_study": is_area_of_study,
    "school_level": is_school_level,
    "neighborhood": is_neighborhood,
    "vehicle_type": is_vehicle_type,
    "person_name": is_person_name,
    "location_type": is_location_type,
}
# coding=utf-8 #7', 'OLIVINE', 'ONYX', 'OPERA MAUVE', 'ORANGE', #255', 'SPICE', 'CHELSEA SQUARE', 'DON PEPE', #480', #1 RESTAURANT', "JANELLE'S CARIBBEAN AMERICAN CUISINE & BAR", 'KMP DESIGN & ENGINEERING PLLC', # Regular expression # Key words # Dictionary