{"city":{"slug":"soweto-za","name":"Soweto","country":"ZA","country_name":"South Africa"},"category":{"key":"specialty_store","label":"Specialty Store","phrase":"specialty shops","family":"shopping"},"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":"alltheplaces","name":"AllThePlaces","licence":"CC0-1.0"},{"id":"meta","name":"Meta","licence":"CDLA-Permissive-2.0"},{"id":"microsoft","name":"Microsoft","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:32a2b2bf-bad0-4679-9320-ee713e005da1","name":"Cash Crusaders Princess Crossing","category":"specialty_store","address":"54 Ontdekkers Rd, Shop 21, Princess Crossing","sources":["microsoft","overture"],"providers":2,"confidence":0.998,"website":true,"phone":true,"michelin":false,"score":1.355,"percentile":100,"photo":null,"transit":{"qid":"Q124425177","name":"Princess","mode":"rail","distanceM":424}},{"rank":2,"place_id":"gers:58a8bdbf-e1f0-42e9-82cf-4d76c635a40d","name":"Cash Crusaders Roodepoort","category":"specialty_store","address":"50 Van Wyk St, Shop 3","sources":["microsoft","overture"],"providers":2,"confidence":0.997,"website":true,"phone":true,"michelin":false,"score":1.351,"percentile":88.89,"photo":null,"transit":{"qid":"Q124425280","name":"Roodepoort","mode":"rail","distanceM":333}},{"rank":3,"place_id":"gers:7ed066a8-2ffb-4ed1-b6fe-7ed479fbb20d","name":"Cash Crusaders Dobsonville","category":"specialty_store","address":"75 Elias Motsoaledi Rd, Shop GF/41, Dobsonville Mall","sources":["microsoft","overture"],"providers":2,"confidence":0.97,"website":true,"phone":true,"michelin":false,"score":1.123,"percentile":77.78,"photo":null,"transit":null},{"rank":4,"place_id":"gers:27fd9193-1412-40ff-b5ff-b7dd00fb606d","name":"Usave Kliptown","category":"specialty_store","address":"Cnr of Union Ave & 3rd St","sources":["microsoft","overture"],"providers":2,"confidence":0.97,"website":true,"phone":true,"michelin":false,"score":1.123,"percentile":66.67,"photo":null,"transit":{"qid":"Q124425084","name":"Kliptown","mode":"rail","distanceM":647}},{"rank":5,"place_id":"gers:c272201e-588f-4875-9fad-bc68eec81920","name":"Ringpharm Lencare Pharmacy","category":"specialty_store","address":"Shop 2, Nurul Islam Plaza, 63 Flamingo Street","sources":["microsoft","overture"],"providers":2,"confidence":0.956,"website":true,"phone":true,"michelin":false,"score":1.004,"percentile":55.56,"photo":null,"transit":null},{"rank":6,"place_id":"gers:90313c77-67c2-4926-9544-110f2b734bb6","name":"Vape By Ffenics Retail and Distribution","category":"specialty_store","address":"CNR Voortrekker & Mall, Shannon Rd","sources":["meta","overture"],"providers":2,"confidence":0.938,"website":true,"phone":true,"michelin":false,"score":0.862,"percentile":44.44,"photo":null,"transit":null},{"rank":7,"place_id":"gers:d377cc87-3f57-4b54-b5a7-9b3a49b932d7","name":"Barco Auctioneers","category":"specialty_store","address":"12 Johan rd, Honeydew","sources":["microsoft","overture"],"providers":2,"confidence":0.937,"website":true,"phone":true,"michelin":false,"score":0.847,"percentile":33.33,"photo":null,"transit":null},{"rank":8,"place_id":"gers:46aa1d69-7a2b-452d-a799-c5f7efcc7efe","name":"Vape King Honeydew","category":"specialty_store","address":"18, The Ridge Shopping Center, Paul Kruger Rd &, Mozart Rd","sources":["meta","overture"],"providers":2,"confidence":0.928,"website":true,"phone":true,"michelin":false,"score":0.774,"percentile":22.22,"photo":null,"transit":null},{"rank":9,"place_id":"gers:3676b087-f45d-46c6-8c49-a42bfd6aeb71","name":"TYPO CLEARWATER","category":"specialty_store","address":"Shop LM064 Clearwater Mall, Hendrik Potgieter Rd","sources":["alltheplaces","overture"],"providers":2,"confidence":0.954,"website":true,"phone":false,"michelin":false,"score":0.366,"percentile":11.11,"photo":null,"transit":null},{"rank":10,"place_id":"gers:4374e283-75cc-4410-9f6d-cf26790eed3a","name":"Vape Odyssey","category":"specialty_store","address":"and, Shop #8, Horizon Shopping Centre Cnr. Sonop Street, Ontdekkers Rd","sources":["meta","overture"],"providers":2,"confidence":0.933,"website":false,"phone":true,"michelin":false,"score":0.194,"percentile":0,"photo":null,"transit":{"qid":"Q124425127","name":"Horison","mode":"rail","distanceM":642}}]}