{"city":{"slug":"soweto-za","name":"Soweto","country":"ZA","country_name":"South Africa"},"category":{"key":"auto_dealer","label":"Auto Dealer","phrase":"car dealers","family":"shopping"},"candidates":48,"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:40a76ea0-e79c-482b-b68b-2702c811cfb6","name":"Action Ford Krugersdorp","category":"auto_dealer","address":"213 Voortrekker Rd","sources":["meta","overture"],"providers":2,"confidence":1,"website":true,"phone":true,"michelin":false,"score":2.126,"percentile":100,"photo":null,"transit":null},{"rank":2,"place_id":"gers:35edc2a7-b7b4-406a-a9b5-5e384c79742b","name":"BMW West Rand","category":"auto_dealer","address":"Cannet Rd","sources":["meta","overture"],"providers":2,"confidence":0.999,"website":true,"phone":true,"michelin":false,"score":2.124,"percentile":97.87,"photo":null,"transit":null},{"rank":3,"place_id":"gers:e838e59b-177d-4263-939b-2e7db9ed9aa9","name":"Action Ford Roodepoort","category":"auto_dealer","address":"Cnr. Cannet and, Shearwater Rd","sources":["meta","overture"],"providers":2,"confidence":0.999,"website":true,"phone":true,"michelin":false,"score":2.123,"percentile":95.74,"photo":null,"transit":null},{"rank":4,"place_id":"gers:89f1e01e-2955-4492-89ea-3e427d915af3","name":"GWM West Rand","category":"auto_dealer","address":"38 Ontdekkers Rd","sources":["meta","overture"],"providers":2,"confidence":0.999,"website":true,"phone":true,"michelin":false,"score":2.121,"percentile":93.62,"photo":null,"transit":null},{"rank":5,"place_id":"gers:df1d323d-d8af-4470-9139-9e39f63dbfcb","name":"Fosters Toyota","category":"auto_dealer","address":"437 Nadine St","sources":["meta","overture"],"providers":2,"confidence":0.998,"website":true,"phone":true,"michelin":false,"score":2.116,"percentile":91.49,"photo":null,"transit":null},{"rank":6,"place_id":"gers:c6074998-4096-4666-8d3c-3eb2488d7daa","name":"Kia Roodepoort","category":"auto_dealer","address":"39 Ontdekkers Road Cnr Ondekkers &, C R Swart Rd","sources":["meta","overture"],"providers":2,"confidence":0.998,"website":true,"phone":true,"michelin":false,"score":2.114,"percentile":89.36,"photo":null,"transit":null},{"rank":7,"place_id":"gers:137698cb-b0a3-46e7-98fa-3dae17da0d0d","name":"KIA Weltevreden Park","category":"auto_dealer","address":"Hendrik Potgieter Rd &, Rhinoceros Rd","sources":["meta","overture"],"providers":2,"confidence":0.998,"website":true,"phone":true,"michelin":false,"score":2.113,"percentile":87.23,"photo":null,"transit":null},{"rank":8,"place_id":"gers:adbdb67e-b3c5-4fcf-92eb-8343aa50ab29","name":"Northwest Nissan","category":"auto_dealer","address":"47 Ontdekkers Rd","sources":["meta","overture"],"providers":2,"confidence":0.997,"website":true,"phone":true,"michelin":false,"score":2.108,"percentile":85.11,"photo":null,"transit":{"qid":"Q124425177","name":"Princess","mode":"rail","distanceM":478}},{"rank":9,"place_id":"gers:a27bad07-20b0-41c5-bc59-097f7d2d9257","name":"Soweto Volkswagen","category":"auto_dealer","address":"10895 Klipspruit Valley Rd","sources":["meta","overture"],"providers":2,"confidence":0.997,"website":true,"phone":true,"michelin":false,"score":2.107,"percentile":82.98,"photo":null,"transit":{"qid":"Q124425226","name":"Orlando","mode":"rail","distanceM":777}},{"rank":10,"place_id":"gers:c79a5d96-9330-4bd7-aadb-ebfa564b1e84","name":"Chery westrand","category":"auto_dealer","address":"Hendrik Potgieter Road &, Cascades Rd","sources":["meta","overture"],"providers":2,"confidence":0.996,"website":true,"phone":true,"michelin":false,"score":2.102,"percentile":80.85,"photo":null,"transit":null}]}