{"city":{"slug":"gujranwala-pk","name":"Gujranwala","country":"PK","country_name":"Pakistan"},"category":{"key":"fashion_and_apparel_store","label":"Fashion and Apparel Store","phrase":"fashion and apparel shops","family":"shopping"},"candidates":17,"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:8b0833ed-71e5-4f0b-bd58-f3943babfaee","name":"Muhajar Cloth House","category":"fashion_and_apparel_store","address":"Rail Bazar","sources":["meta","overture"],"providers":2,"confidence":0.98,"website":true,"phone":true,"michelin":false,"score":2.496,"percentile":100,"photo":null,"transit":null},{"rank":2,"place_id":"gers:bcbc7b4e-6859-4257-b27b-b91c3be26dbc","name":"Numan Salman Fabrics","category":"fashion_and_apparel_store","address":"Nauman Sulman Fabrics, Adjacent HBL Near Suleman Heights, G.T. Rd","sources":["meta","overture"],"providers":2,"confidence":0.978,"website":true,"phone":true,"michelin":false,"score":2.48,"percentile":93.75,"photo":null,"transit":null},{"rank":3,"place_id":"gers:7760061e-c821-4069-a957-314b1a0482c4","name":"SaLeem Optical Centre","category":"fashion_and_apparel_store","address":"گلہ مرکزی جامع مسجد اہلحدیث نزد, عالمگیر روڈ","sources":["meta","overture"],"providers":2,"confidence":0.953,"website":true,"phone":true,"michelin":false,"score":2.285,"percentile":87.5,"photo":null,"transit":null},{"rank":4,"place_id":"gers:7508871b-df32-4ceb-a59e-bc8ce369c747","name":"Mocciani Shoes","category":"fashion_and_apparel_store","address":"Shop # M018","sources":["meta","overture"],"providers":2,"confidence":0.93,"website":true,"phone":true,"michelin":false,"score":2.109,"percentile":81.25,"photo":null,"transit":null},{"rank":5,"place_id":"gers:7d4982ce-b25d-4a2a-8718-ad3331dff7e2","name":"Adeel Patiala Jewellers","category":"fashion_and_apparel_store","address":"379 c","sources":["meta","overture"],"providers":2,"confidence":0.918,"website":true,"phone":true,"michelin":false,"score":2.014,"percentile":75,"photo":null,"transit":null},{"rank":6,"place_id":"gers:2efa8a0a-b922-4f84-8814-72975658fcb8","name":"Mashaim Luxury Pret","category":"fashion_and_apparel_store","address":"MLP- Mashaim Luxury Pret, Eminabad Road, Farzandabad, Khan Pyara Near Rahat Abdul Ghaffar(RAG) Medical Complex","sources":["meta","overture"],"providers":2,"confidence":0.915,"website":true,"phone":true,"michelin":false,"score":1.994,"percentile":68.75,"photo":null,"transit":null},{"rank":7,"place_id":"gers:22e2d7c4-5be8-4731-a3d4-d27da83840d2","name":"Safeena Jeweller","category":"fashion_and_apparel_store","address":"Shop No 6, Main Sarafa Bazaar","sources":["meta","overture"],"providers":2,"confidence":0.954,"website":false,"phone":true,"michelin":false,"score":1.936,"percentile":62.5,"photo":null,"transit":null},{"rank":8,"place_id":"gers:e851a837-b8a8-4a3c-9ae4-692f8df01e8b","name":"Sultan Mens Wear","category":"fashion_and_apparel_store","address":"Plot 345 C","sources":["meta","overture"],"providers":2,"confidence":0.949,"website":false,"phone":true,"michelin":false,"score":1.899,"percentile":56.25,"photo":null,"transit":null},{"rank":9,"place_id":"gers:c42ee1fb-c496-4ded-be3d-0b5bafde6917","name":"Arsal Men's Outfit","category":"fashion_and_apparel_store","address":"Satellite Town Main Market, Madina Masjid Rd","sources":["meta","overture"],"providers":2,"confidence":0.9,"website":true,"phone":true,"michelin":false,"score":1.877,"percentile":50,"photo":null,"transit":null},{"rank":10,"place_id":"gers:c6e335a4-b2a5-42bd-a1d3-878e041bb275","name":"Mehmood Jewellers","category":"fashion_and_apparel_store","address":"Kasera Bazar","sources":["meta","overture"],"providers":2,"confidence":0.953,"website":true,"phone":true,"michelin":false,"score":1.862,"percentile":43.75,"photo":null,"transit":null}]}