Raw TA location_mapper analysis

Food trucks move and so don’t work great.

From Nashville, from crawl (first non-best match):
26/41 are correct (63%)
26/32 (81%) possible (- truck, area, not on TA);
with Factual, get 31/32 (97%)

6/41 Name mismatch
* [u'Crazy Town Nashville’,
    * “Crazy Town"
* u'The Standard At The Smith House’,
    * “The Standard"
* u'Cafe Le Crumbs’,
    * La Crumbs Cafe
* u'Rodizio Grill The Brazilian Steakhouse’,
    * Rodizio Grill - Nashville
* u'Tin Roof Broadway’,
    * Tin Roof
* u"Rae's Gourmet Catering & Sandwich Shoppe”,
    * Rae’s Gourmet Sandwich Shoppe

1/41 Not on TA
* u'The Valentine’,

2/41 Food truck
* u'Laovin It’
* u"Daddy's Dogs - Downtown”,

6/41 Yelp serves area
* u'A&M Events’, – Yelp location is “Nashville TN”
* u'Hee Hawlin’, – Yelp loc is “Nashville TN” with zip code
* u'Rob Lindsay Pictures’,
* u'Nashville Running Tours’,
* u'Bao Down’,
* u'DogVacay.com - Dog Boarding Community’]

From Cloud Gate Chicago:
39/50 are correct (78%, 9 mismatches correctable to 96%)

9/50 name mismatches
* [u'Fremont Chicago’,
    * Fremont
* u'Osaka Sushi Express & Fresh Fruit Smoothies’,
    * Osaka Sushi Express
* u'MingHin Cuisine’,
    * Ming Hin Cuisine
* u"Eddie V's Prime Seafood and Steak”,
    * Eddie V’s Prime Seafood
* u'Peach And Green’,
    * Peach & Green
* u'Volare Ristorante Italiano’,
    * Volare
* u'Cherry Circle Room’,
    * Cherry Circle
* u'Brightwok Kitchen’,
    * Brightwok
* u"Doc B's Fresh Kitchen - River North”]
    * Doc B’s Fresh Kitchen (there are two so Yelp disambiguates the name)

2/50 Missing
* u'Marketplace Cafe’, (part of Nordstrom)
* u'HERO Coffee Bar’,

From YVR office:
41/50 are correct (16% missing; 8 are correctable to 2% missing).

Bali Thai - correct but has different loc

8/50 Name mismatch
* [u'Guu with Otokomae’,
    * Otokomae at Kitanoya Guu
* u'Canra Srilankan Cuisine’,
    * Canra Sri Lankan Plus
* u'Nuba Gastown’,
    * Nuba Restaurant
* u'The Sardine Can’,
    * Sardine Can
* u'Jam Cafe on Beatty’,
    * Jam Cafe YVR
* u'Brioche Urban Baking & Catering’,
    * Brioche
* u"Finch's Tea & Coffee House”,
    * Finch’s Teahouse
* u'La Taqueria Pinche Taco Shop’]
    * La Taqueria

1/50 Missing
* u'Einstein Wrap House',

From Ferry building:
35/50 are correct.

15/50 no results (13/50 w/ repairs?, 8 uncorrectable (not in TA, bad data)):
6/50 - Not in TA
* u'https://www.yelp.com/biz/prather-ranch-meat-company-san-francisco’,
* u'https://www.yelp.com/biz/capn-mikes-holy-smoke-san-francisco’,
* u'https://www.yelp.com/biz/takoba-san-francisco’,
* u'https://www.yelp.com/biz/chapter-2-coffee-san-francisco’,
* u'https://www.yelp.com/biz/il-canto-cafe-san-francisco-2’,
* u'https://www.yelp.com/biz/lous-cafe-san-francisco-5’]

5/50 - Name mismatch
* [u'https://www.yelp.com/biz/frog-hollow-farm-market-and-cafe-san-francisco’,
    * "Frog Hollow Farm Market & Cafe”
    * "Frog Hollow Farm"
* u'https://www.yelp.com/biz/mariposa-baking-san-francisco’,
    * “Mariposa Baking”
    * “Mariposa"
* u'https://www.yelp.com/biz/mourad-restaurant-san-francisco’,
    * “Mourad Restaurant”
    * “Mourad"
* u'https://www.yelp.com/biz/dragoneats-san-francisco-3’,
    * “DragonEats"
    * “dragonEats"
* u'https://www.yelp.com/biz/blue-bottle-coffee-stand-san-francisco’,
    * “Blue bottle Coffee Stand”
    * “Blue Bottle Coffee Ferry Building"

2/50 - Incorrect data in TA
* u'https://www.yelp.com/biz/barbarossa-lounge-san-francisco’,
    * Wrong name: “Barbarossa” -> “Bubble Lounge”
* u'https://www.yelp.com/biz/cafe-algiers-san-francisco’,
    * TA thinks closed

2/50 - Unicode oops? I assume we oops in python 2 and send bad data to TA API
* u'https://www.yelp.com/biz/se\xf1or-sisig-san-francisco-3’,
    * TA has no accents though
    * Didn’t fix - it’s a food truck
* u'https://www.yelp.com/biz/la-mar-cebicher\xeda-peruana-san-francisco-4',

SFO PLACES: ["kusakabe-san-francisco", "kokkari-estiatorio-san-francisco", "cafe-me-san-francisco-2", "hog-island-oyster-co-san-francisco", "roli-roti-gourmet-rotisserie-san-francisco", "primavera-san-francisco", "il-canto-cafe-san-francisco-2", "elixiria-san-francisco", "frog-hollow-farm-market-and-cafe-san-francisco", "cafe-algiers-san-francisco", "jackson-place-cafe-san-francisco", "eatsa-san-francisco-2", "blue-bottle-coffee-stand-san-francisco", "oasis-grill-san-francisco", "mariposa-baking-san-francisco", "4505-meats-san-francisco-7", "se\u00f1or-sisig-san-francisco-3", "boccalone-san-francisco-2", "prather-ranch-meat-company-san-francisco", "boulevard-san-francisco", "yo-yos-san-francisco", "lous-cafe-san-francisco-5", "paramo-coffee-company-san-francisco-2", "barbarossa-lounge-san-francisco", "chez-fayala-san-francisco", "bix-san-francisco", "takoba-san-francisco", "fayala-san-francisco-4", "golden-gate-meat-company-san-francisco", "mourad-restaurant-san-francisco", "north-india-restaurant-san-francisco", "perbacco-san-francisco", "coqueta-san-francisco", "the-sentinel-san-francisco", "amaweles-south-african-kitchen-san-francisco-2", "pabu-san-francisco", "barbacco-san-francisco", "chapter-2-coffee-san-francisco", "miss-tomato-sandwich-shop-san-francisco", "tadich-grill-san-francisco", "front-door-cafe-san-francisco", "michael-mina-san-francisco-2", "la-mar-cebicher\u00eda-peruana-san-francisco-4", "wayfare-tavern-san-francisco-2", "the-dosa-brothers-san-francisco-4", "capn-mikes-holy-smoke-san-francisco", "5a5-steak-lounge-san-francisco-4", "dragoneats-san-francisco-3", "leos-oyster-bar-san-francisco-2", "chaya-brasserie-san-francisco"]
YVR PLACES: ["la-taqueria-pinche-taco-shop-vancouver-2", "miku-vancouver-2", "jam-cafe-on-beatty-vancouver", "chambar-vancouver", "meat-and-bread-vancouver", "tuc-craft-kitchen-vancouver", "finchs-tea-and-coffee-house-vancouver", "canra-srilankan-cuisine-vancouver-2", "pourhouse-restaurant-vancouver-2", "l-abattoir-vancouver", "nuba-gastown-vancouver", "salt-tasting-room-vancouver", "indigo-age-cafe-and-kombucha-bar-vancouver-5", "lost-found-caf\u00e9-vancouver", "gringo-vancouver", "the-flying-pig-vancouver-2", "rodneys-oyster-house-gastown-vancouver", "koala-kebabs-donairs-vancouver", "fanny-bay-oyster-bar-and-shellfish-market-vancouver", "pizzeria-ludica-vancouver-3", "scoozis-vancouver", "birds-and-the-beets-vancouver", "bali-thai-vancouver-2", "revel-room-vancouver", "calabash-bistro-vancouver", "guu-with-otokomae-vancouver", "le-petit-belge-vancouver", "meet-in-gastown-vancouver", "acme-cafe-vancouver-5", "the-irish-heather-vancouver", "six-acres-vancouver", "gotham-steakhouse-and-cocktail-bar-vancouver", "pidgin-vancouver", "super-chef-grill-vancouver", "five-sails-restaurant-vancouver", "kyzock-vancouver", "the-sardine-can-vancouver", "the-poke-guy-vancouver", "bao-down-vancouver", "nicli-antica-pizzeria-vancouver", "einstein-wrap-house-vancouver", "pholicious-vancouver-2", "brioche-urban-baking-and-catering-vancouver-2", "catch-122-vancouver", "bestie-vancouver", "wildebeest-vancouver", "bambo-caf\u00e9-vancouver-2", "bauhaus-restaurant-vancouver", "pita-wrap-caf\u00e9-vancouver-3", "tsuki-sushi-bar-vancouver"]
CHI PLACES: ["wildberry-pancakes-and-cafe-chicago-2", "brightwok-kitchen-chicago", "ge-pa-de-caffe-chicago-3", "bohemian-house-chicago", "pastoral-chicago-2", "joes-seafood-prime-steak-and-stone-crab-chicago", "eddie-vs-prime-seafood-and-steak-chicago", "cafecito-chicago", "naf-naf-grill-chicago-2", "the-gage-chicago", "hero-coffee-bar-chicago", "the-dearborn-chicago-2", "cherry-circle-room-chicago", "acanto-chicago", "doc-bs-fresh-kitchen-river-north-chicago-4", "the-purple-pig-chicago", "shaws-crab-house-chicago", "oasis-cafe-chicago", "siena-tavern-chicago", "revival-food-hall-chicago", "bennys-chop-house-chicago", "maxs-take-out-chicago-3", "remingtons-chicago", "minghin-cuisine-chicago-7", "volare-ristorante-italiano-chicago", "glazed-and-infused-chicago-6", "bongiornos-italian-deli-and-pizzeria-chicago", "osaka-sushi-express-and-fresh-fruit-smoothies-chicago-2", "goddess-and-the-baker-chicago", "mastros-steakhouse-chicago", "rpm-italian-chicago", "bandera-restaurant-chicago", "toni-patisserie-and-cafe-chicago", "tortoise-supper-club-chicago-2", "russian-tea-time-chicago", "the-marq-chicago-2", "ruths-chris-steak-house-chicago", "marketplace-cafe-chicago-4", "kramers-health-foods-chicago", "henrys-chicago-2", "cindys-chicago", "trattoria-no-10-chicago", "nandos-peri-peri-chicago-18", "catch-35-chicago", "fremont-chicago-chicago", "roti-modern-mediterranean-chicago-4", "sable-chicago", "frontera-fresco-chicago", "peach-and-green-chicago", "mortons-the-steakhouse-chicago-3"]
NSV PLACES: ["wildhorse-saloon-nashville", "crazy-town-nashville-nashville", "laovin-it-nashville", "the-standard-at-the-smith-house-nashville", "cafe-le-crumbs-nashville", "the-melting-pot-nashville", "raes-gourmet-catering-and-sandwich-shoppe-nashville", "rodizio-grill-the-brazilian-steakhouse-nashville-2", "buffalos-nashville-nashville", "bb-kings-blues-club-nashville-2", "the-valentine-nashville", "a-and-m-events-nashville", "honky-tonk-central-nashville", "tin-roof-broadway-nashville-4", "hee-hawlin-nashville", "pucketts-grocery-and-restaurant-nashville-2", "pita-pit-nashville", "really-entertaining-tours-nashville", "iride-nashville-nashville", "ichiban-nashville-2", "sun-diner-nashville-2", "frothy-monkey-nashville-4", "merchants-restaurant-nashville-4", "bongo-java-cafe-nashville", "roberts-western-world-nashville", "riverfront-tavern-nashville", "the-stillery-nashville", "bourbon-street-blues-and-boogie-bar-nashville", "tys-soups-and-sandwiches-nashville", "benchmark-bar-and-grill-nashville", "experience-nashville-tours-nashville", "rob-lindsay-pictures-nashville", "skulls-rainbow-room-nashville", "nashville-running-tours-nashville", "daddys-dogs-downtown-nashville", "bao-down-nashville", "swingin-doors-saloon-nashville", "another-broken-egg-cafe-nashville", "dogvacay-com-dog-boarding-community-nashville", "back-alley-diner-nashville", "mannys-house-of-pizza-nashville"]