{"city":{"slug":"lima-pe","name":"Lima","country":"PE","country_name":"Peru"},"category":{"key":"automotive_service","label":"Automotive Service","phrase":"car repair and service shops","family":"travel_and_transportation"},"candidates":45,"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:0fd0679d-a1a1-4fc2-8421-5990c205d3ad","name":"Iza Motors","category":"automotive_service","address":"Av. Las Americas 1040","sources":["meta","overture"],"providers":2,"confidence":0.992,"website":true,"phone":true,"michelin":false,"score":2.537,"percentile":100,"photo":null,"transit":{"qid":"Q6042096","name":"Nicolás Arriola Station","mode":"metro","distanceM":728}},{"rank":2,"place_id":"gers:fa6bb550-11c2-4529-94ed-c97a68ff4300","name":"Taller mecánico ascensio","category":"automotive_service","address":"Av. Angamos Este 1128","sources":["meta","overture"],"providers":2,"confidence":0.985,"website":true,"phone":true,"michelin":false,"score":2.486,"percentile":97.73,"photo":null,"transit":null},{"rank":3,"place_id":"gers:40c6ae72-f761-4530-91e9-5d0b1bb89e63","name":"Camisea Gas Natural Vehicular","category":"automotive_service","address":"Av. Nicolás Arriola 1751","sources":["meta","overture"],"providers":2,"confidence":0.981,"website":true,"phone":true,"michelin":false,"score":2.451,"percentile":95.45,"photo":null,"transit":{"qid":"Q6042096","name":"Nicolás Arriola Station","mode":"metro","distanceM":653}},{"rank":4,"place_id":"gers:bc8153ec-ec3c-4b26-bf24-b38c3ed704a3","name":"JC Laboratorio Diesel y Turbos SAC","category":"automotive_service","address":"12.074364,-77.011703, Rodolfo del Campo 439","sources":["meta","overture"],"providers":2,"confidence":0.97,"website":true,"phone":true,"michelin":false,"score":2.354,"percentile":93.18,"photo":null,"transit":{"qid":"Q6042096","name":"Nicolás Arriola Station","mode":"metro","distanceM":116}},{"rank":5,"place_id":"gers:17aa5736-25bd-40d8-9c3f-0144f6eeb1a6","name":"Fire Wheels","category":"automotive_service","address":"Av. Andrés Avelino Cáceres 151","sources":["meta","overture"],"providers":2,"confidence":0.961,"website":true,"phone":true,"michelin":false,"score":2.282,"percentile":90.91,"photo":null,"transit":{"qid":"Q125861269","name":"Parque Central de Miraflores","mode":"metro","distanceM":562}},{"rank":6,"place_id":"gers:d09f8849-af94-411b-a418-2128501be9e0","name":"Neumandina","category":"automotive_service","address":"Av. Canadá 570","sources":["meta","overture"],"providers":2,"confidence":0.959,"website":true,"phone":true,"michelin":false,"score":2.262,"percentile":88.64,"photo":null,"transit":null},{"rank":7,"place_id":"gers:703f68fb-563e-4375-bc94-5fcf0c4808ef","name":"Factoria Peñaranda","category":"automotive_service","address":"San Carlos 660","sources":["meta","overture"],"providers":2,"confidence":0.958,"website":true,"phone":true,"michelin":false,"score":2.257,"percentile":86.36,"photo":null,"transit":null},{"rank":8,"place_id":"gers:313954a4-6f37-4758-bb93-87a748c3d54c","name":"Santa Agustina Automotores","category":"automotive_service","address":"Av. Nicolás Arriola 2324","sources":["meta","overture"],"providers":2,"confidence":0.955,"website":true,"phone":true,"michelin":false,"score":2.234,"percentile":84.09,"photo":null,"transit":null},{"rank":9,"place_id":"gers:70b91b9b-a1c0-4726-99c7-46cdf4e847f9","name":"Eurollantas EIRL","category":"automotive_service","address":"Av. Canadá 1030","sources":["meta","overture"],"providers":2,"confidence":0.952,"website":true,"phone":true,"michelin":false,"score":2.204,"percentile":81.82,"photo":null,"transit":null},{"rank":10,"place_id":"gers:fa341f31-0df9-41a6-a15e-e7c9d845aa47","name":"Ferleny LLantas","category":"automotive_service","address":"Av. Canadá 406","sources":["meta","overture"],"providers":2,"confidence":0.947,"website":true,"phone":true,"michelin":false,"score":2.16,"percentile":79.55,"photo":null,"transit":null}]}