{"city":{"slug":"karachi-pk","name":"Karachi","country":"PK","country_name":"Pakistan"},"category":{"key":"fashion_and_apparel_store","label":"Fashion and Apparel Store","phrase":"fashion and apparel shops","family":"shopping"},"candidates":128,"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:b168985f-cafb-4418-aca0-f5e2f8b97ed6","name":"Ismail Ali","category":"fashion_and_apparel_store","address":"Plot no 5c, Lane2, Shop No2, Zamzama Phase5_, SAME AS ABOVE","sources":["meta","overture"],"providers":2,"confidence":0.991,"website":true,"phone":true,"michelin":false,"score":2.496,"percentile":100,"photo":null,"transit":null},{"rank":2,"place_id":"gers:0c0de9dd-6d40-4f67-821f-291f550484e5","name":"Shahzad Eye Hospital","category":"fashion_and_apparel_store","address":"B-2 Rae Ave","sources":["meta","overture"],"providers":2,"confidence":0.983,"website":true,"phone":true,"michelin":false,"score":2.433,"percentile":99.21,"photo":null,"transit":{"qid":"Q5561973","name":"Gilani Railway Station, Gulshan-e-Iqbal","mode":"rail","distanceM":480}},{"rank":3,"place_id":"gers:e18bbc6f-0dd0-414b-94af-de0fc40258ac","name":"GABA Optical Clifton","category":"fashion_and_apparel_store","address":"Kehkashan Arcade Service Lane, main Clifton Road","sources":["meta","overture"],"providers":2,"confidence":0.978,"website":true,"phone":true,"michelin":false,"score":2.395,"percentile":98.43,"photo":null,"transit":null},{"rank":4,"place_id":"gers:0eae6f00-917a-4392-8a72-445fd16e3cc7","name":"Jafferjees","category":"fashion_and_apparel_store","address":"Mehran Heights، 4 - 5 Shopping Arcade، GC-1","sources":["meta","overture"],"providers":2,"confidence":0.978,"website":true,"phone":true,"michelin":false,"score":2.394,"percentile":97.64,"photo":null,"transit":null},{"rank":5,"place_id":"gers:163a64d8-a369-4b9d-af13-5e1917db3c4e","name":"Citi Eye Centre","category":"fashion_and_apparel_store","address":"The Plaza، Suit No# 515 Doctors Plaza, Khayaban-e-Iqbal","sources":["meta","overture"],"providers":2,"confidence":0.976,"website":true,"phone":true,"michelin":false,"score":2.378,"percentile":96.85,"photo":null,"transit":null},{"rank":6,"place_id":"gers:febbbeb6-a5cd-44f7-b1cb-5d90afdecaa3","name":"Al Rauf Jewellers","category":"fashion_and_apparel_store","address":"Khursheed Cloth Market, Hyderi","sources":["microsoft","overture"],"providers":2,"confidence":0.975,"website":true,"phone":true,"michelin":false,"score":2.371,"percentile":96.06,"photo":null,"transit":null},{"rank":7,"place_id":"gers:29438964-94e7-41cf-bd16-5ad65433c134","name":"Ghoghari Eye Clinic","category":"fashion_and_apparel_store","address":"SC-2 11-H","sources":["meta","overture"],"providers":2,"confidence":0.975,"website":true,"phone":true,"michelin":false,"score":2.37,"percentile":95.28,"photo":null,"transit":null},{"rank":8,"place_id":"gers:7b06c716-34cd-4070-8375-22206fafa966","name":"Khalid Eye Clinic","category":"fashion_and_apparel_store","address":"4 Minhaj Ghori Rd","sources":["meta","overture"],"providers":2,"confidence":0.974,"website":true,"phone":true,"michelin":false,"score":2.367,"percentile":94.49,"photo":null,"transit":{"qid":"Q18516195","name":"North Nazimabad railway station","mode":"rail","distanceM":582}},{"rank":9,"place_id":"gers:2f007ef0-5a89-41c4-a085-198709188961","name":"Hussaini Textile Shop - Best Sherwani Store in Karachi","category":"fashion_and_apparel_store","address":"Shop # G-24 four square centre, kurta gali, PECHS block 2,Tariq road, , karachi","sources":["microsoft","overture"],"providers":2,"confidence":0.974,"website":true,"phone":true,"michelin":false,"score":2.361,"percentile":93.7,"photo":null,"transit":null},{"rank":10,"place_id":"gers:a9ab3cf9-f90b-4ce2-8d14-7f7ac6c5bce0","name":"New Maria Jewellers","category":"fashion_and_apparel_store","address":"Plot no 9/C, shop no 4, lane 6","sources":["meta","overture"],"providers":2,"confidence":0.973,"website":true,"phone":true,"michelin":false,"score":2.36,"percentile":92.91,"photo":null,"transit":null}]}