{"city":{"slug":"durban-za","name":"Durban","country":"ZA","country_name":"South Africa"},"category":{"key":"personal_or_beauty_service","label":"Personal or Beauty Service","phrase":"beauty and personal care services","family":"lifestyle_services"},"candidates":157,"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:281aca5c-e496-48e8-b38a-e66c24468da3","name":"Kinsmenbarbers","category":"personal_or_beauty_service","address":"08 Mackeurtan Ave","sources":["meta","overture"],"providers":2,"confidence":0.998,"website":true,"phone":true,"michelin":false,"score":2.468,"percentile":100,"photo":null,"transit":null},{"rank":2,"place_id":"gers:e7711f18-936e-4f05-ab70-b68b5e666955","name":"Trade Mark Tattoo","category":"personal_or_beauty_service","address":"Shop B05, 16 Chartwell Dr","sources":["meta","overture"],"providers":2,"confidence":0.996,"website":true,"phone":true,"michelin":false,"score":2.454,"percentile":99.36,"photo":null,"transit":null},{"rank":3,"place_id":"gers:e0d828bd-ce7f-432f-a3bd-587ed851930e","name":"Fine Line Tattoo and Piercing","category":"personal_or_beauty_service","address":"8 Mackeurtan Ave","sources":["meta","overture"],"providers":2,"confidence":0.996,"website":true,"phone":true,"michelin":false,"score":2.453,"percentile":98.72,"photo":null,"transit":null},{"rank":4,"place_id":"gers:d0e18947-e3e2-4b7c-998e-87e65cc67655","name":"Durban Laser Clinic","category":"personal_or_beauty_service","address":"23 Beachway","sources":["meta","overture"],"providers":2,"confidence":0.992,"website":true,"phone":true,"michelin":false,"score":2.426,"percentile":98.08,"photo":null,"transit":null},{"rank":5,"place_id":"gers:748a4c54-a295-4c20-a1ca-f8d3d46c6440","name":"Umhlanga Laser and Aesthetic Spa","category":"personal_or_beauty_service","address":"Shop 203b, Oceans Mall, Lagoon Dr","sources":["meta","overture"],"providers":2,"confidence":0.986,"website":true,"phone":true,"michelin":false,"score":2.382,"percentile":97.44,"photo":null,"transit":null},{"rank":6,"place_id":"gers:307ffa46-a216-4f67-850a-e7509a960c19","name":"Monsta Ink Ushaka","category":"personal_or_beauty_service","address":"Shop D14A, Ushaka Marine World, 15 Southampton St","sources":["meta","overture"],"providers":2,"confidence":0.985,"website":true,"phone":true,"michelin":false,"score":2.377,"percentile":96.79,"photo":null,"transit":null},{"rank":7,"place_id":"gers:9ad0436f-949d-4c76-ae31-52027e093ba7","name":"Euphoria Skincare","category":"personal_or_beauty_service","address":"63 Chelsea Dr","sources":["meta","overture"],"providers":2,"confidence":0.983,"website":true,"phone":true,"michelin":false,"score":2.36,"percentile":96.15,"photo":null,"transit":null},{"rank":8,"place_id":"gers:f5f4c228-635e-4090-b710-1b31088e7b3c","name":"Behind the Scissors","category":"personal_or_beauty_service","address":"5 Forest Dr","sources":["meta","overture"],"providers":2,"confidence":0.981,"website":true,"phone":true,"michelin":false,"score":2.35,"percentile":95.51,"photo":null,"transit":null},{"rank":9,"place_id":"gers:c7fd2205-9a72-40bc-845c-31ba4001b3d9","name":"Grant Harper Salon","category":"personal_or_beauty_service","address":"CABANA BEACH, 10 Lagoon Dr","sources":["meta","overture"],"providers":2,"confidence":0.981,"website":true,"phone":true,"michelin":false,"score":2.347,"percentile":94.87,"photo":null,"transit":null},{"rank":10,"place_id":"gers:60fee5e8-4c30-458c-b8a6-320585f989e9","name":"Buff Beauty Parlour","category":"personal_or_beauty_service","address":"The Boulevard, 19 Park Ln","sources":["meta","overture"],"providers":2,"confidence":0.98,"website":true,"phone":true,"michelin":false,"score":2.342,"percentile":94.23,"photo":null,"transit":null}]}