{"city":{"slug":"soweto-za","name":"Soweto","country":"ZA","country_name":"South Africa"},"category":{"key":"bar","label":"Bar","phrase":"bars","family":"food_and_drink"},"candidates":58,"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:c618e1a7-b821-4925-b2d2-a8507a3937cb","name":"The Irish Rock","category":"bar","address":"34, West Rand Retail Crossing & Hendrik Potgieter Road, 1732 Nic Diederichs Rd","sources":["meta","overture"],"providers":2,"confidence":0.996,"website":true,"phone":true,"michelin":false,"score":2.473,"percentile":100,"photo":null,"transit":null,"url":"http://www.irishrock.co.za/","tel":"+27794305414"},{"rank":2,"place_id":"gers:83a11b1e-fd16-4950-a0ba-f7f538b92e4b","name":"Green & Gold Pub and Restaurant","category":"bar","address":"22 Hendrik Potgieter Rd","sources":["meta","overture"],"providers":2,"confidence":0.995,"website":true,"phone":true,"michelin":false,"score":2.463,"percentile":98.25,"photo":null,"transit":null,"url":"http://greenandgoldpubs.co.za/","tel":"+27116791015"},{"rank":3,"place_id":"gers:56260786-9ea9-44df-b0cc-91a58189fa26","name":"The Irish Rock Radiokop","category":"bar","address":"1212 Opera Rd","sources":["meta","overture"],"providers":2,"confidence":0.986,"website":true,"phone":true,"michelin":false,"score":2.399,"percentile":96.49,"photo":null,"transit":null,"url":"http://www.irishrock.co.za/","tel":"+27116753007"},{"rank":4,"place_id":"gers:771392fa-6267-4ca8-9da9-21591edd7711","name":"Lions Den Restaurant and Pub","category":"bar","address":"173 Ontdekkers Rd","sources":["meta","overture"],"providers":2,"confidence":0.983,"website":true,"phone":true,"michelin":false,"score":2.374,"percentile":94.74,"photo":null,"transit":null,"url":"http://lionsdenwest.co.za/","tel":"+27648369525"},{"rank":5,"place_id":"gers:fa9845e1-1aab-4387-be1c-943e109ad48b","name":"Bree's Place","category":"bar","address":"1543a Zamakulungisa St","sources":["meta","overture"],"providers":2,"confidence":0.981,"website":true,"phone":true,"michelin":false,"score":2.358,"percentile":92.98,"photo":null,"transit":null,"url":"https://breesplaceendaweni.wixsite.com/kamalume","tel":"+27620749726"},{"rank":6,"place_id":"gers:e789971c-6588-47e2-a8c0-e9fdccca9850","name":"Suzie Q’s","category":"bar","address":"9 Terenure St","sources":["meta","overture"],"providers":2,"confidence":0.979,"website":true,"phone":true,"michelin":false,"score":2.347,"percentile":91.23,"photo":null,"transit":null,"url":"http://www.suzieqs.co.za/","tel":"+27720395091"},{"rank":7,"place_id":"gers:c3f49877-22d6-4390-9c7c-a5d3a993b182","name":"E'Socialink Shisa Nyama and Car Wash","category":"bar","address":"Cnr Mdeni Link And Impala Roads, Doornkop, Near","sources":["meta","overture"],"providers":2,"confidence":0.979,"website":true,"phone":true,"michelin":false,"score":2.342,"percentile":89.47,"photo":null,"transit":null,"url":"http://www.esocialink.co.za/","tel":"+27736687636"},{"rank":8,"place_id":"gers:8f4b98dc-8dde-49e9-881c-81b707f50d6c","name":"Kwa Lichaba Chesanyama","category":"bar","address":"8033 Xorile St","sources":["meta","overture"],"providers":2,"confidence":0.978,"website":true,"phone":true,"michelin":false,"score":2.336,"percentile":87.72,"photo":null,"transit":{"qid":"Q124425226","name":"Orlando","mode":"rail","distanceM":520},"url":"http://www.kwalichabasoweto.com/","tel":"+27836606944"},{"rank":9,"place_id":"gers:4f2d06c0-93d8-4b89-a305-22296945f2e8","name":"Boiketlong Pub","category":"bar","address":"Unnamed Road","sources":["meta","overture"],"providers":2,"confidence":0.976,"website":true,"phone":true,"michelin":false,"score":2.319,"percentile":85.96,"photo":null,"transit":null,"url":"http://twitter.com/Boiketlong_Pub1","tel":"+27715378751"},{"rank":10,"place_id":"gers:5364da4a-433a-4734-9fe0-dea0ff4ae16d","name":"Chill-EX Pub & Grill","category":"bar","address":"Boitumelo Location","sources":["meta","overture"],"providers":2,"confidence":0.973,"website":true,"phone":true,"michelin":false,"score":2.295,"percentile":84.21,"photo":null,"transit":{"qid":"Q124425229","name":"Ikwezi","mode":"rail","distanceM":158},"url":"http://www.chillex.co.za/","tel":"+27612525033"}]}