{"city":{"slug":"los-angeles-us","name":"Los Angeles","country":"US","country_name":"United States"},"category":{"key":"vehicle_parts_store","label":"Vehicle Parts Store","phrase":"vehicle parts shops","family":"shopping"},"candidates":668,"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":"brightquery","name":"BrightQuery","licence":"CDLA-Permissive-2.0"},{"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:675de38b-3db3-4a46-b5e0-c6ae3a91e2b0","name":"L&A Muffler and Auto Repair","category":"vehicle_parts_store","address":"809 Rosecrans Ave # A","sources":["meta","overture"],"providers":2,"confidence":1,"website":true,"phone":true,"michelin":false,"score":2.39,"percentile":100,"photo":null,"transit":null},{"rank":2,"place_id":"gers:9265731c-b9fd-4853-8882-75c24f6ea5ec","name":"Pride Bmw Mercedes Porsche Range Rover Land Rover Used Auto Parts","category":"vehicle_parts_store","address":"12300 Branford St  Ste P","sources":["brightquery","overture"],"providers":2,"confidence":1,"website":true,"phone":true,"michelin":false,"score":2.39,"percentile":99.85,"photo":null,"transit":null},{"rank":3,"place_id":"gers:8cdd3a66-1ec4-4249-87bd-204e959f57f7","name":"So Cal Imports Auto Parts Store","category":"vehicle_parts_store","address":"6831 Paramount Blvd","sources":["meta","overture"],"providers":2,"confidence":1,"website":true,"phone":true,"michelin":false,"score":2.389,"percentile":99.7,"photo":null,"transit":null},{"rank":4,"place_id":"gers:f4eaa163-ccd2-49bb-9fc9-c8f7d48a8057","name":"Jones Brothers Brakes","category":"vehicle_parts_store","address":"6534 S Central Ave","sources":["meta","overture"],"providers":2,"confidence":1,"website":true,"phone":true,"michelin":false,"score":2.389,"percentile":99.55,"photo":null,"transit":null},{"rank":5,"place_id":"gers:045f684d-3c19-42b3-81d0-3ccf8872561d","name":"Liberty Battery & Auto Repair","category":"vehicle_parts_store","address":"15421 S Atlantic Ave","sources":["meta","overture"],"providers":2,"confidence":1,"website":true,"phone":true,"michelin":false,"score":2.388,"percentile":99.4,"photo":null,"transit":null},{"rank":6,"place_id":"gers:ea247c5c-e92c-42e8-87c5-7c6ee0306bf4","name":"Mustang Country International","category":"vehicle_parts_store","address":"8820 Somerset Blvd","sources":["meta","overture"],"providers":2,"confidence":1,"website":true,"phone":true,"michelin":false,"score":2.388,"percentile":99.25,"photo":null,"transit":null},{"rank":7,"place_id":"gers:5c510421-b8c8-46f1-853a-05821f27d72d","name":"SoCal Nitrous and Racefuels","category":"vehicle_parts_store","address":"9723 Washburn Rd","sources":["meta","overture"],"providers":2,"confidence":0.999,"website":true,"phone":true,"michelin":false,"score":2.387,"percentile":99.1,"photo":null,"transit":null},{"rank":8,"place_id":"gers:b0e2e518-1dec-47c8-aa3d-70ec23eca800","name":"Limeworks Hot Rod Parts","category":"vehicle_parts_store","address":"20931 Chico St","sources":["meta","overture"],"providers":2,"confidence":0.999,"website":true,"phone":true,"michelin":false,"score":2.386,"percentile":98.95,"photo":null,"transit":null},{"rank":9,"place_id":"gers:20857308-2279-4bee-88ae-eafe7d474ea4","name":"West Coast Metric Inc","category":"vehicle_parts_store","address":"24002 Frampton Ave","sources":["brightquery","overture"],"providers":2,"confidence":0.999,"website":true,"phone":true,"michelin":false,"score":2.385,"percentile":98.8,"photo":null,"transit":null},{"rank":10,"place_id":"gers:cbbecf6d-7c91-4f1e-9c19-48c21cc13331","name":"Invasion Automotive Products","category":"vehicle_parts_store","address":"6250 Lankershim Blvd","sources":["brightquery","overture"],"providers":2,"confidence":0.999,"website":true,"phone":true,"michelin":false,"score":2.385,"percentile":98.65,"photo":null,"transit":null}]}