{"city":{"slug":"faisalabad-pk","name":"Faisalabad","country":"PK","country_name":"Pakistan"},"category":{"key":"hardware_home_and_garden_store","label":"Hardware Home and Garden Store","phrase":"hardware, home and garden shops","family":"shopping"},"candidates":16,"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:bb58bd05-6663-4c45-a8fd-520995e2cc25","name":"Ismail's Fabrics and Interior","category":"hardware_home_and_garden_store","address":"Harian Wala Chok","sources":["meta","overture"],"providers":2,"confidence":0.98,"website":true,"phone":true,"michelin":false,"score":2.566,"percentile":100,"photo":null,"transit":null},{"rank":2,"place_id":"gers:a87ba262-b2bc-400f-a84e-80bd01938ade","name":"Home 360 by Tile Select - Susan Road Faisalabad","category":"hardware_home_and_garden_store","address":"Susan Road","sources":["meta","overture"],"providers":2,"confidence":0.955,"website":true,"phone":true,"michelin":false,"score":2.343,"percentile":93.33,"photo":null,"transit":null},{"rank":3,"place_id":"gers:12ac7e12-79ad-4818-9fb2-4aafde1aa053","name":"Fine Wood Master","category":"hardware_home_and_garden_store","address":"273 b lower ground floor, Hassan tower, harrianwala chowk, opposite chase value","sources":["meta","overture"],"providers":2,"confidence":0.928,"website":true,"phone":true,"michelin":false,"score":2.09,"percentile":86.67,"photo":null,"transit":null},{"rank":4,"place_id":"gers:0be495c4-c374-4202-80e8-a8ef09dfbf9c","name":"National Furniture Mart","category":"hardware_home_and_garden_store","address":"Lahore - Sheikhupura - Faisalabad Rd","sources":["meta","overture"],"providers":2,"confidence":0.925,"website":true,"phone":true,"michelin":false,"score":2.071,"percentile":80,"photo":null,"transit":null},{"rank":5,"place_id":"gers:e28c52a4-fb60-44ad-9bea-96c8912d025b","name":"Mahogany Furniture","category":"hardware_home_and_garden_store","address":"7b , harian wala chok, D Ground","sources":["meta","overture"],"providers":2,"confidence":0.924,"website":true,"phone":true,"michelin":false,"score":2.056,"percentile":73.33,"photo":null,"transit":null},{"rank":6,"place_id":"gers:63ff0988-dac8-4797-a5e3-e4f765b4ee8c","name":"MMI and Sons","category":"hardware_home_and_garden_store","address":"P# 388","sources":["meta","overture"],"providers":2,"confidence":0.922,"website":true,"phone":true,"michelin":false,"score":2.044,"percentile":66.67,"photo":null,"transit":null},{"rank":7,"place_id":"gers:df28bfbe-bfc9-4e47-be44-a303d62abe33","name":"Great Walls","category":"hardware_home_and_garden_store","address":"Susan Road, Madina Town","sources":["meta","overture"],"providers":2,"confidence":0.91,"website":true,"phone":true,"michelin":false,"score":1.931,"percentile":60,"photo":null,"transit":null},{"rank":8,"place_id":"gers:1bb76db7-2778-4672-a51d-e3cc20c4aca9","name":"Atyaaz Home","category":"hardware_home_and_garden_store","address":"Chak 204 Rd","sources":["meta","overture"],"providers":2,"confidence":0.908,"website":true,"phone":true,"michelin":false,"score":1.914,"percentile":53.33,"photo":null,"transit":null},{"rank":9,"place_id":"gers:df269f1f-ffc0-441c-91ae-2dc59087201c","name":"M-A Bed Sheets Faisalabad","category":"hardware_home_and_garden_store","address":"Shop# 33,34 Cenal Burg Market ","sources":["meta","overture"],"providers":2,"confidence":0.903,"website":true,"phone":true,"michelin":false,"score":1.867,"percentile":46.67,"photo":null,"transit":null},{"rank":10,"place_id":"gers:cc47f8a8-cb44-4c3b-abc6-a14cc5c81c12","name":"Imperial Homes","category":"hardware_home_and_garden_store","address":"Al-Aziz tower 3rd Floor near Mcdonald's","sources":["microsoft","overture"],"providers":2,"confidence":0.937,"website":true,"phone":true,"michelin":false,"score":1.786,"percentile":40,"photo":null,"transit":null}]}