{"city":{"slug":"amritsar-in","name":"Amritsar","country":"IN","country_name":"India"},"category":{"key":"personal_or_beauty_service","label":"Personal or Beauty Service","phrase":"beauty and personal care services","family":"lifestyle_services"},"candidates":35,"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:f95a833e-c376-47db-9328-71e71cc35729","name":"AR Hair Studio Salon","category":"personal_or_beauty_service","address":"273, 100 Feet Rd, opp. jaycee motors","sources":["meta","overture"],"providers":2,"confidence":0.979,"website":true,"phone":true,"michelin":false,"score":2.396,"percentile":100,"photo":null,"transit":null},{"rank":2,"place_id":"gers:0bc7063c-1a51-461b-8740-9bf462ce7aa0","name":"THM The Headmaster","category":"personal_or_beauty_service","address":"17/1, Albert Road, Kennedy Avenue Market","sources":["meta","overture"],"providers":2,"confidence":0.975,"website":true,"phone":true,"michelin":false,"score":2.363,"percentile":97.06,"photo":null,"transit":null},{"rank":3,"place_id":"gers:37ae9d8b-14fb-411f-a744-99085bb27d53","name":"𝗜𝗹𝗹𝘂𝗺𝗶𝗻𝗮𝘁𝗲 𝗦𝗮𝗹𝗼𝗻","category":"personal_or_beauty_service","address":"18-D, First Floor, near Danik Bhaskar Office","sources":["meta","overture"],"providers":2,"confidence":0.974,"website":true,"phone":true,"michelin":false,"score":2.356,"percentile":94.12,"photo":null,"transit":null},{"rank":4,"place_id":"gers:aa3f0081-f3ab-4642-951f-163cd6746cd3","name":"Vampires X Angels Tattoo Studio and School","category":"personal_or_beauty_service","address":"2nd Floor, sudershan business centre, Ghala mala chownk, Majitha Rd, near union bank of india","sources":["meta","overture"],"providers":2,"confidence":0.959,"website":true,"phone":true,"michelin":false,"score":2.238,"percentile":91.18,"photo":null,"transit":null},{"rank":5,"place_id":"gers:8e3bee42-2261-4680-b471-594e75a4a9a0","name":"Layers Salon Amritsar","category":"personal_or_beauty_service","address":"336, Shastri Nagar Lawrence Road Extension, Opp. B.R Modern School","sources":["meta","overture"],"providers":2,"confidence":0.958,"website":true,"phone":true,"michelin":false,"score":2.232,"percentile":88.24,"photo":null,"transit":null},{"rank":6,"place_id":"gers:ae3e570f-6714-42af-bc82-71b7e56e5f06","name":"Ritz hair salon","category":"personal_or_beauty_service","address":"Beside union bank, Near vijay petrol pump.Gumtala byepass, Raja Sansi Rd","sources":["meta","overture"],"providers":2,"confidence":0.955,"website":true,"phone":true,"michelin":false,"score":2.211,"percentile":85.29,"photo":null,"transit":null},{"rank":7,"place_id":"gers:51a0d9fd-1562-41a3-aabb-12f39aa8fc29","name":"Hob London Unisex Salon","category":"personal_or_beauty_service","address":"Market Entry Road, C Block, Ranjit Avenue","sources":["microsoft","overture"],"providers":2,"confidence":0.952,"website":true,"phone":true,"michelin":false,"score":2.184,"percentile":82.35,"photo":null,"transit":null},{"rank":8,"place_id":"gers:8cef05b4-ecd9-43c9-a506-60b121665961","name":"Divine Aesthetics and Laser Clinic","category":"personal_or_beauty_service","address":"54 Green Avenue Road","sources":["meta","overture"],"providers":2,"confidence":0.942,"website":true,"phone":true,"michelin":false,"score":2.109,"percentile":79.41,"photo":null,"transit":null},{"rank":9,"place_id":"gers:968ef3f3-816c-4361-8f2c-c0c706aa0b0f","name":"VIRA The Unisex salon","category":"personal_or_beauty_service","address":"Tilak Nagar, Shivala Road, opp. Chand Dairy","sources":["microsoft","overture"],"providers":2,"confidence":0.938,"website":true,"phone":true,"michelin":false,"score":2.079,"percentile":76.47,"photo":null,"transit":null},{"rank":10,"place_id":"gers:d7b98757-f5ae-4d80-9453-f098679ee789","name":"Chohan Salon and Spa","category":"personal_or_beauty_service","address":"Shop No. 1A Head Water Works Road Golden Avenue","sources":["meta","overture"],"providers":2,"confidence":0.937,"website":true,"phone":true,"michelin":false,"score":2.064,"percentile":73.53,"photo":null,"transit":null}]}