{"city":{"slug":"phoenix-us","name":"Phoenix","country":"US","country_name":"United States"},"category":{"key":"fast_food_restaurant","label":"Fast Food Restaurant","phrase":"fast food restaurants","family":"food_and_drink"},"candidates":490,"rank":{"method":"curation quality, not popularity: how well attested and how complete a record is","weights":{"attest":0.35,"complete":0.25,"confidence":0.2,"designation":0.4,"fame":-0.15,"chain":-0.3},"limit":"no licensable popularity signal; this ranks curation quality, not taste","anchors":{"wikivoyage":{"status":"validation-only","source":"Wikivoyage (English) editorial listings","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/","attribution":"Wikivoyage contributors","gate_m":250,"min_group":10,"matched":5951,"matched_cities":294,"anchors_in_groups":5651,"groups":1554,"cities_in_groups":267,"median_percentile":73.02,"share_top_decile":0.242,"share_rank_1":0.029,"families":{"arts_and_entertainment":{"anchors":1112,"cities":122,"validated":true,"median_percentile":70.83,"share_top_decile":0.221},"food_and_drink":{"anchors":2312,"cities":180,"validated":true,"median_percentile":71.88,"share_top_decile":0.228},"health_care":{"anchors":5,"cities":5,"validated":false},"lifestyle_services":{"anchors":17,"cities":16,"validated":false},"lodging":{"anchors":1442,"cities":235,"validated":true,"median_percentile":76.19,"share_top_decile":0.275},"shopping":{"anchors":528,"cities":110,"validated":true,"median_percentile":76.42,"share_top_decile":0.261},"sports_and_recreation":{"anchors":209,"cities":70,"validated":true,"median_percentile":69.69,"share_top_decile":0.22},"travel_and_transportation":{"anchors":26,"cities":22,"validated":false}},"limit":"An anchor only exists where Wikivoyage and the catalogue name the same place, so the matched set is biased toward well-attested places - which the rank rewards through `attest`. Every number here is a lower bound on the ranking's agreement with editorial selection, not an unbiased estimate of it."},"michelin":{"matched":533,"anchors_in_groups":528,"median_percentile":100,"circular":true,"why":"partly circular: 17 of the 5,951 Wikivoyage anchors carry the designation term this rank rewards (designation +0.40) and sit at a median percentile of 99.93, against 72.55 for the 5,934 matched anchors without it. A validation set that shares a term with the model measures the term, not the model.","designated":{"anchors":17,"median_percentile":99.93},"undesignated":{"anchors":5934,"median_percentile":72.55}},"heritage":{"matched_in_groups":1,"median_percentile":87.5,"note":"one anchor: too few to validate anything"}}},"sources":[{"id":"meta","name":"Meta","licence":"CDLA-Permissive-2.0"},{"id":"microsoft","name":"Microsoft","licence":"CDLA-Permissive-2.0"},{"id":"overture","name":"Overture Maps Foundation","licence":"CDLA-Permissive-2.0"}],"attribution":"Data: AllThePlaces (CC0-1.0), BrightQuery (CDLA-Permissive-2.0), DAC (CDLA-Permissive-2.0), Foursquare Open Source Places (Apache-2.0), Meta (CDLA-Permissive-2.0), Microsoft (CDLA-Permissive-2.0), Overture Maps Foundation (CDLA-Permissive-2.0), PinMeTo (CDLA-Permissive-2.0), RenderSEO (CDLA-Permissive-2.0).","placement":"Nobody paid for placement: no ads, no sponsored results, no ratings for sale.","no_ratings":"The catalogue carries no rating, review count, price or opening hours, so this file has none.","transit":{"source":"Wikidata","licence":"CC0-1.0","attribution":"Station locations from Wikidata (CC0-1.0).","gate_m":800,"note":"Nearest station, not service: no frequency, timetable or departures."},"generated":"2026-10-22","places":[{"rank":1,"place_id":"gers:84935bf5-bedf-4a2d-ad4f-32dd0a497373","name":"Momma’s Soul Fish & Chicken","category":"fast_food_restaurant","address":"1038 E Main St","sources":["meta","overture"],"providers":2,"confidence":0.987,"website":true,"phone":true,"michelin":false,"score":2.74,"percentile":100,"photo":null,"transit":null},{"rank":2,"place_id":"gers:d03ac09b-ac81-42d9-aa2c-41e894747539","name":"Angie's Lobster and Prime Grill","category":"fast_food_restaurant","address":"4326 W Thunderbird Rd","sources":["meta","overture"],"providers":2,"confidence":0.99,"website":true,"phone":true,"michelin":false,"score":2.722,"percentile":99.8,"photo":null,"transit":null},{"rank":3,"place_id":"gers:6b924cf6-39a4-4c84-a4ec-f0553ecc8eaa","name":"Angie's Lobster","category":"fast_food_restaurant","address":"835 W Baseline Rd","sources":["meta","overture"],"providers":2,"confidence":0.99,"website":true,"phone":true,"michelin":false,"score":2.688,"percentile":99.59,"photo":null,"transit":null},{"rank":4,"place_id":"gers:43ba14c9-080d-429a-a692-42ce98839aed","name":"Angie's Lobster","category":"fast_food_restaurant","address":"1901 W Pinnacle Peak Rd","sources":["meta","overture"],"providers":2,"confidence":0.99,"website":true,"phone":true,"michelin":false,"score":2.688,"percentile":99.39,"photo":null,"transit":null},{"rank":5,"place_id":"gers:ceeb11ea-1cfd-4417-aa22-5048452c35e3","name":"XL California Burger Company","category":"fast_food_restaurant","address":"3653 W Van Buren St","sources":["meta","overture"],"providers":2,"confidence":0.971,"website":true,"phone":true,"michelin":false,"score":2.612,"percentile":99.18,"photo":null,"transit":null},{"rank":6,"place_id":"gers:acc93257-7239-4cbe-8f45-490a01ad00a8","name":"Los Perrones","category":"fast_food_restaurant","address":"3801 E Washington St","sources":["meta","overture"],"providers":2,"confidence":0.985,"website":true,"phone":true,"michelin":false,"score":2.6,"percentile":98.98,"photo":null,"transit":{"qid":"Q115867968","name":"44th Street","mode":"metro","distanceM":700}},{"rank":7,"place_id":"gers:0783555e-daf5-40d6-ba86-175f5aea9fc1","name":"La chapiz hotdogs","category":"fast_food_restaurant","address":"4243 W Sheridan St","sources":["meta","overture"],"providers":2,"confidence":0.967,"website":true,"phone":true,"michelin":false,"score":2.582,"percentile":98.77,"photo":null,"transit":null},{"rank":8,"place_id":"gers:1640b3a4-e364-43c6-a8a0-c15c8edbe55a","name":"Armando's Mexican Food","category":"fast_food_restaurant","address":"3955 E Thomas Rd","sources":["microsoft","overture"],"providers":2,"confidence":0.993,"website":true,"phone":true,"michelin":false,"score":2.579,"percentile":98.57,"photo":null,"transit":null},{"rank":9,"place_id":"gers:9da3cf7a-561f-4294-b4b2-e4a0bc76cc00","name":"Healing Cafe","category":"fast_food_restaurant","address":"4929 W Chandler Blvd #1","sources":["meta","overture"],"providers":2,"confidence":0.972,"website":true,"phone":true,"michelin":false,"score":2.575,"percentile":98.36,"photo":null,"transit":null},{"rank":10,"place_id":"gers:cb5dd83f-f1e7-4c1e-ae33-e899ee0dc1fd","name":"Yass Grubb Shack","category":"fast_food_restaurant","address":"4002 N 43rd Ave","sources":["meta","overture"],"providers":2,"confidence":0.966,"website":true,"phone":true,"michelin":false,"score":2.573,"percentile":98.16,"photo":null,"transit":null}]}