{"city":{"slug":"abidjan-ci","name":"Abidjan","country":"CI","country_name":"Ivory Coast"},"category":{"key":"automotive_service","label":"Automotive Service","phrase":"car repair and service shops","family":"travel_and_transportation"},"candidates":10,"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":"dac","name":"DAC","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:e8a57af7-8e36-4e3c-ae76-208f3eaf53db","name":"Pneumatique Express","category":"automotive_service","address":"Treichville avenue 16, Rue 19","sources":["meta","overture"],"providers":2,"confidence":0.98,"website":true,"phone":true,"michelin":false,"score":2.287,"percentile":100,"photo":null,"transit":null},{"rank":2,"place_id":"gers:31d72bac-f0f7-4b70-b8f6-10185ebfc545","name":"CACOMIAF","category":"automotive_service","address":"Grand Carrefour de Treichville Boulevard Valéry Giscard d'Estaing, 01 BP 1317 ABIDJAN 01","sources":["meta","overture"],"providers":2,"confidence":0.957,"website":true,"phone":true,"michelin":false,"score":2.159,"percentile":88.89,"photo":null,"transit":{"qid":"Q42716357","name":"Gare ferroviaire Treichville","mode":"rail","distanceM":417}},{"rank":3,"place_id":"gers:96d382f8-73a7-4cc5-ad54-d4b829b3e8ad","name":"Clim Auto Grand Carrefour de Marcory","category":"automotive_service","address":"Grand carrefour de Marcory BD Valéry Giscard D'Estaing, 18 BP 436","sources":["meta","overture"],"providers":2,"confidence":0.929,"website":true,"phone":true,"michelin":false,"score":2.001,"percentile":77.78,"photo":null,"transit":null},{"rank":4,"place_id":"gers:aea38bf4-3f24-41c0-bbc6-23ebaeb9b970","name":"Midas","category":"automotive_service","address":"Rue Paul Langevin","sources":["dac","overture"],"providers":2,"confidence":1,"website":true,"phone":true,"michelin":false,"score":1.796,"percentile":66.67,"photo":null,"transit":null},{"rank":5,"place_id":"gers:b892f2f6-c9ee-474c-ab9b-9a1b9acf7566","name":"Midas","category":"automotive_service","address":"Rue Des Cheveaux","sources":["dac","overture"],"providers":2,"confidence":1,"website":true,"phone":true,"michelin":false,"score":1.796,"percentile":55.56,"photo":null,"transit":null},{"rank":6,"place_id":"gers:b6c2d0cf-ad1d-44b6-a713-f0f5898fe47d","name":"Midas","category":"automotive_service","address":"Boulevard Latrille","sources":["dac","overture"],"providers":2,"confidence":1,"website":true,"phone":true,"michelin":false,"score":1.796,"percentile":44.44,"photo":null,"transit":null},{"rank":7,"place_id":"gers:0368fac2-9b3f-4d04-b1de-51845d1032cf","name":"Midas","category":"automotive_service","address":"Rue Du Chevalier De Clieu","sources":["dac","overture"],"providers":2,"confidence":1,"website":true,"phone":true,"michelin":false,"score":1.796,"percentile":33.33,"photo":null,"transit":null},{"rank":8,"place_id":"gers:8e59ecc3-9459-46fa-b948-8415852e7342","name":"Midas","category":"automotive_service","address":"Rue D28 Riviera Golf","sources":["dac","overture"],"providers":2,"confidence":1,"website":true,"phone":true,"michelin":false,"score":1.796,"percentile":22.22,"photo":null,"transit":null},{"rank":9,"place_id":"gers:838618b5-6a5f-4239-8894-1cd3275264f0","name":"Complexe Auto Moubarak","category":"automotive_service","address":"yopougon saguidiba en face de l'hôtel assanvon","sources":["meta","overture"],"providers":2,"confidence":0.914,"website":false,"phone":true,"michelin":false,"score":1.296,"percentile":11.11,"photo":null,"transit":null},{"rank":10,"place_id":"gers:3c4428f5-14f6-45af-bf91-bebf43fe34e2","name":"Espace Sikewa","category":"automotive_service","address":"https://maps.app.goo.gl/9dbWiAjJYHcLaTQg9?g_st=iw","sources":["meta","overture"],"providers":2,"confidence":0.911,"website":false,"phone":true,"michelin":false,"score":1.278,"percentile":0,"photo":null,"transit":null}]}