{"city":{"slug":"soweto-za","name":"Soweto","country":"ZA","country_name":"South Africa"},"category":{"key":"hardware_home_and_garden_store","label":"Hardware Home and Garden Store","phrase":"hardware, home and garden shops","family":"shopping"},"candidates":98,"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":"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:5c66bf8c-a053-4624-b88a-6d92d1d4089d","name":"Lenasia Mica Paint and Hardware","category":"hardware_home_and_garden_store","address":"Shop 4, Signet Terrace, Robin Ave","sources":["meta","overture"],"providers":2,"confidence":1,"website":true,"phone":true,"michelin":false,"score":2.269,"percentile":100,"photo":null,"transit":{"qid":"Q124425151","name":"Lenasia","mode":"rail","distanceM":737}},{"rank":2,"place_id":"gers:4186592a-29d5-4396-ab48-59a5958fe4b0","name":"Cashbuild Dobsonville","category":"hardware_home_and_garden_store","address":"Van Onselen Rd","sources":["meta","overture"],"providers":2,"confidence":1,"website":true,"phone":true,"michelin":false,"score":2.269,"percentile":98.97,"photo":null,"transit":null},{"rank":3,"place_id":"gers:efd694da-f4c3-4072-b24c-c4df575cab5e","name":"Cashbuild Unaville","category":"hardware_home_and_garden_store","address":"44 Golden Hwy","sources":["meta","overture"],"providers":2,"confidence":0.999,"website":true,"phone":true,"michelin":false,"score":2.267,"percentile":97.94,"photo":null,"transit":null},{"rank":4,"place_id":"gers:305488d4-dcce-4175-a3a6-b80d95daa8f4","name":"Cashbuild Meadowlands","category":"hardware_home_and_garden_store","address":"Rorl","sources":["meta","overture"],"providers":2,"confidence":0.999,"website":true,"phone":true,"michelin":false,"score":2.267,"percentile":96.91,"photo":null,"transit":null},{"rank":5,"place_id":"gers:93caeec3-540c-4528-ae01-2705f16edc6c","name":"Cashbuild Xtra Ontdekkers","category":"hardware_home_and_garden_store","address":"3 Brown Rd","sources":["meta","overture"],"providers":2,"confidence":0.999,"website":true,"phone":true,"michelin":false,"score":2.266,"percentile":95.88,"photo":null,"transit":{"qid":"Q124425177","name":"Princess","mode":"rail","distanceM":798}},{"rank":6,"place_id":"gers:3e13a598-7ede-4835-b001-49dbffefe6ae","name":"Universal Paints Soweto","category":"hardware_home_and_garden_store","address":"616 Mtambo St","sources":["meta","overture"],"providers":2,"confidence":0.999,"website":true,"phone":true,"michelin":false,"score":2.266,"percentile":94.85,"photo":null,"transit":null},{"rank":7,"place_id":"gers:9babbe57-46f5-498a-a476-ba3edc9532c0","name":"Cashbuild Hillfox","category":"hardware_home_and_garden_store","address":"Shop 1A, Hillfox Value Centre, Hendrik Potgieter Rd","sources":["meta","overture"],"providers":2,"confidence":0.999,"website":true,"phone":true,"michelin":false,"score":2.265,"percentile":93.81,"photo":null,"transit":null},{"rank":8,"place_id":"gers:6bfa3e14-bc78-4a60-850a-8984b0601257","name":"CTM Westgate","category":"hardware_home_and_garden_store","address":"C R Swart Rd","sources":["microsoft","overture"],"providers":2,"confidence":0.999,"website":true,"phone":true,"michelin":false,"score":2.264,"percentile":92.78,"photo":null,"transit":null},{"rank":9,"place_id":"gers:682f715a-d8ce-48cd-9f2b-f852faac60f3","name":"Bradlows Maponya Mall","category":"hardware_home_and_garden_store","address":"Shop 72, Ext 5, 1079 Koma St","sources":["meta","overture"],"providers":2,"confidence":0.999,"website":true,"phone":true,"michelin":false,"score":2.264,"percentile":91.75,"photo":null,"transit":null},{"rank":10,"place_id":"gers:7219d90e-68be-452c-9322-734397593d52","name":"Tile Africa Ontdekkers","category":"hardware_home_and_garden_store","address":"Ontdekkers Rd","sources":["meta","overture"],"providers":2,"confidence":0.999,"website":true,"phone":true,"michelin":false,"score":2.263,"percentile":90.72,"photo":null,"transit":{"qid":"Q124425177","name":"Princess","mode":"rail","distanceM":102}}]}