{"city":{"slug":"dallas-us","name":"Dallas","country":"US","country_name":"United States"},"category":{"key":"automotive_service","label":"Automotive Service","phrase":"car repair and service shops","family":"travel_and_transportation"},"candidates":2503,"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":"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:f9252962-bee6-4fe8-b14d-084bc5dd0dca","name":"Crash Champions Collision Repair Park Cities","category":"automotive_service","address":"5115 Lemmon Ave","sources":["meta","overture"],"providers":2,"confidence":1,"website":true,"phone":true,"michelin":false,"score":2.369,"percentile":100,"photo":null,"transit":null},{"rank":2,"place_id":"gers:4340d70a-d731-4cdf-bdf0-1244ecd28f73","name":"Dallas European Auto","category":"automotive_service","address":"605 Digital Dr","sources":["meta","overture"],"providers":2,"confidence":1,"website":true,"phone":true,"michelin":false,"score":2.369,"percentile":99.96,"photo":null,"transit":null},{"rank":3,"place_id":"gers:d5f896d3-60e6-43c1-b136-e02be5ca8eff","name":"T&K Transmission and Automotive Specialists","category":"automotive_service","address":"15200 Marsh Ln","sources":["meta","overture"],"providers":2,"confidence":1,"website":true,"phone":true,"michelin":false,"score":2.369,"percentile":99.92,"photo":null,"transit":null},{"rank":4,"place_id":"gers:e7518912-793c-4a07-aa69-ded2a0f27c57","name":"Carrollton Tire & Auto","category":"automotive_service","address":"2539 Marsh Ln","sources":["meta","overture"],"providers":2,"confidence":1,"website":true,"phone":true,"michelin":false,"score":2.369,"percentile":99.88,"photo":null,"transit":null},{"rank":5,"place_id":"gers:54b532a6-13d4-4f7b-9ef9-e7d8559d3e7c","name":"Excalibur Collision Center","category":"automotive_service","address":"710 Exposition Ave","sources":["meta","overture"],"providers":2,"confidence":1,"website":true,"phone":true,"michelin":false,"score":2.368,"percentile":99.84,"photo":null,"transit":null},{"rank":6,"place_id":"gers:d18ba2b0-b5f1-4403-b2cb-d170c10f93a7","name":"R and S Tires and Wheels","category":"automotive_service","address":"11579 Harry Hines Blvd","sources":["meta","overture"],"providers":2,"confidence":1,"website":true,"phone":true,"michelin":false,"score":2.368,"percentile":99.8,"photo":null,"transit":null},{"rank":7,"place_id":"gers:bfc5a6d7-0c1e-4f75-b143-52bf8e3dbd3f","name":"Duncanville Automotive & Muffler","category":"automotive_service","address":"919 S Main St","sources":["meta","overture"],"providers":2,"confidence":1,"website":true,"phone":true,"michelin":false,"score":2.368,"percentile":99.76,"photo":null,"transit":null},{"rank":8,"place_id":"gers:18a39e66-2ce6-4e68-ad1d-913dba43c787","name":"Kwik Kar Frankford at Preston Rd","category":"automotive_service","address":"6330 Frankford Rd","sources":["meta","overture"],"providers":2,"confidence":1,"website":true,"phone":true,"michelin":false,"score":2.368,"percentile":99.72,"photo":null,"transit":null},{"rank":9,"place_id":"gers:780e8e83-1ccb-4079-a3d2-ce15060bdf50","name":"Kwik Kar Little Elm","category":"automotive_service","address":"2413 FM 423","sources":["meta","overture"],"providers":2,"confidence":1,"website":true,"phone":true,"michelin":false,"score":2.368,"percentile":99.68,"photo":null,"transit":null},{"rank":10,"place_id":"gers:2ce40891-50d3-4f42-a2b7-60c641633762","name":"Dealership Autoplex Collision Center","category":"automotive_service","address":"2536 Dickerson Pkwy","sources":["meta","overture"],"providers":2,"confidence":1,"website":true,"phone":true,"michelin":false,"score":2.368,"percentile":99.64,"photo":null,"transit":{"qid":"Q14711382","name":"Trinity Mills","mode":"rail","distanceM":588}}]}