{"city":{"slug":"lusaka-zm","name":"Lusaka","country":"ZM","country_name":"Zambia"},"category":{"key":"auto_dealer","label":"Auto Dealer","phrase":"car dealers","family":"shopping"},"candidates":16,"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:746bed84-af34-4082-bf1a-0f9e88ef1c6a","name":"Kaps Spares Solution Ltd Freedomway","category":"auto_dealer","address":"Freedom Way","sources":["meta","overture"],"providers":2,"confidence":0.987,"website":true,"phone":true,"michelin":false,"score":3.004,"percentile":100,"photo":null,"transit":null},{"rank":2,"place_id":"gers:d044db0a-11e5-43e8-9d3c-b24b5a736cab","name":"Alliance Motors Zambia","category":"auto_dealer","address":"","sources":["meta","overture"],"providers":2,"confidence":0.981,"website":true,"phone":true,"michelin":false,"score":2.949,"percentile":93.33,"photo":null,"transit":null},{"rank":3,"place_id":"gers:f93828b5-08e7-4d7a-89f6-f0839b3aeff1","name":"Yeti Motors","category":"auto_dealer","address":"Stand No 5093, Lumumba Road Lusaka ZM","sources":["meta","overture"],"providers":2,"confidence":0.968,"website":true,"phone":true,"michelin":false,"score":2.84,"percentile":86.67,"photo":null,"transit":null},{"rank":4,"place_id":"gers:b7e8a721-67dd-4634-ad21-b64c78072ba8","name":"Honda Zambia Ltd","category":"auto_dealer","address":"Kalambo Rd","sources":["meta","overture"],"providers":2,"confidence":0.967,"website":true,"phone":true,"michelin":false,"score":2.827,"percentile":80,"photo":null,"transit":null},{"rank":5,"place_id":"gers:934c678b-cc9f-4564-aa83-d994e8cad3c4","name":"Be Forward Zambia Lusaka Office","category":"auto_dealer","address":"Plot #107, FAIR VIEW AREA,Opposite Bwinjimfumu Bus Station, Along Great East Road Lusaka, Zambia, Manda Hill Rd","sources":["meta","overture"],"providers":2,"confidence":0.954,"website":true,"phone":true,"michelin":false,"score":2.72,"percentile":73.33,"photo":null,"transit":null},{"rank":6,"place_id":"gers:5a225ca9-2022-4a61-a06b-edf7d5ccdae2","name":"Pilatus Engineering Company","category":"auto_dealer","address":"2319, Leopards Hill Road","sources":["meta","overture"],"providers":2,"confidence":0.949,"website":true,"phone":true,"michelin":false,"score":2.68,"percentile":66.67,"photo":null,"transit":null},{"rank":7,"place_id":"gers:341e9402-02d0-4eaf-bfaa-721dd9b88dc8","name":"Southern Cross Motors","category":"auto_dealer","address":"Unit 40 Arcades Shopping Mall","sources":["meta","overture"],"providers":2,"confidence":0.949,"website":true,"phone":true,"michelin":false,"score":2.675,"percentile":60,"photo":null,"transit":null},{"rank":8,"place_id":"gers:5bc39ea8-8692-4b33-bd5b-18c9cb45d8fa","name":"Isuzu Zambia","category":"auto_dealer","address":"Plot 110C Great North Road, Corner Luanshya Road | PO Box 50579","sources":["meta","overture"],"providers":2,"confidence":0.946,"website":true,"phone":true,"michelin":false,"score":2.649,"percentile":53.33,"photo":null,"transit":null},{"rank":9,"place_id":"gers:afd88292-9b6e-4d18-8d8e-f074af53125b","name":"Autocom Japan Zambia - Used Car Exporter","category":"auto_dealer","address":"Arcades Shopping Mall, 1st Floor, Shop No.","sources":["meta","overture"],"providers":2,"confidence":0.943,"website":true,"phone":true,"michelin":false,"score":2.625,"percentile":46.67,"photo":null,"transit":{"qid":"Q131604774","name":"Lusaka Central Train Station","mode":"rail","distanceM":655}},{"rank":10,"place_id":"gers:503741f8-4aa7-49eb-9c13-90b73c28040f","name":"Land Rover Zambia","category":"auto_dealer","address":" Plot 38717 Along Great East Road, Chainama Lusaka, Zambia","sources":["meta","overture"],"providers":2,"confidence":0.928,"website":true,"phone":true,"michelin":false,"score":2.499,"percentile":40,"photo":null,"transit":null}]}