{"city":{"slug":"rawalpindi-pk","name":"Rawalpindi","country":"PK","country_name":"Pakistan"},"category":{"key":"personal_or_beauty_service","label":"Personal or Beauty Service","phrase":"beauty and personal care services","family":"lifestyle_services"},"candidates":21,"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:bc4a2f01-64c7-4a47-995f-cb811aefca58","name":"Pathodont Polyclinics – Skin Care & Dental Clinic Rawalpindi","category":"personal_or_beauty_service","address":"11A & B, Street 1, Dad khan Avenue, Bostan khan Road, 3 Ext, behind shell pump","sources":["meta","overture"],"providers":2,"confidence":0.982,"website":true,"phone":true,"michelin":false,"score":2.434,"percentile":100,"photo":null,"transit":null},{"rank":2,"place_id":"gers:898a96ff-b2bc-4359-ae60-3a5be853f12a","name":"Style X Studio","category":"personal_or_beauty_service","address":"D27, Dar street, 6th Rd","sources":["meta","overture"],"providers":2,"confidence":0.973,"website":true,"phone":true,"michelin":false,"score":2.344,"percentile":95,"photo":null,"transit":null},{"rank":3,"place_id":"gers:e164e1ef-7c4c-47b9-9e66-dc14d00c9d1a","name":"Ishba's Beauty Lounge","category":"personal_or_beauty_service","address":"Ground Floor, MB City Plaza, Markaz, behind D. Watson","sources":["meta","overture"],"providers":2,"confidence":0.969,"website":true,"phone":true,"michelin":false,"score":2.31,"percentile":90,"photo":null,"transit":null},{"rank":4,"place_id":"gers:cddab056-aa90-4bba-ac1e-b974ad2e3676","name":"Skin Clinic by Dr Tahir Shehzad","category":"personal_or_beauty_service","address":"1st Floor, Water Front, Expressway","sources":["meta","overture"],"providers":2,"confidence":0.966,"website":true,"phone":true,"michelin":false,"score":2.276,"percentile":85,"photo":null,"transit":null},{"rank":5,"place_id":"gers:5e0aa7df-22bd-43eb-ae77-33a1b21a8166","name":"Essencia Spa and Skin Aesthetics","category":"personal_or_beauty_service","address":"Office #11, 1st Floor, Pakland Business Center I-8 Markaz","sources":["microsoft","overture"],"providers":2,"confidence":0.963,"website":true,"phone":true,"michelin":false,"score":2.246,"percentile":80,"photo":null,"transit":null},{"rank":6,"place_id":"gers:88869597-362c-4d6e-9b61-bc105d575a36","name":"SkinOvations Laser Skin and Hair Transplant Clinic","category":"personal_or_beauty_service","address":"D-1025 Al Hafeez plaza college chowk, Saidpur Rd","sources":["meta","overture"],"providers":2,"confidence":0.943,"website":true,"phone":true,"michelin":false,"score":2.059,"percentile":75,"photo":null,"transit":null},{"rank":7,"place_id":"gers:e24f1614-92b5-42b4-b1ea-3bad868acb72","name":"Dappers Lounge","category":"personal_or_beauty_service","address":"No. 5, Block, B Shop, 589 Commercial Market Rd, near National Bank","sources":["meta","overture"],"providers":2,"confidence":0.939,"website":true,"phone":true,"michelin":false,"score":2.015,"percentile":70,"photo":null,"transit":null},{"rank":8,"place_id":"gers:1eaf5432-5c3d-47d2-a179-3c14402c138f","name":"JDMenSalon","category":"personal_or_beauty_service","address":"Morgah road","sources":["meta","overture"],"providers":2,"confidence":0.938,"website":true,"phone":true,"michelin":false,"score":2.013,"percentile":65,"photo":null,"transit":null},{"rank":9,"place_id":"gers:5b5f89e7-a2f6-417e-9b16-64b8948fcab2","name":"Shuaa Beauty Salon","category":"personal_or_beauty_service","address":"Shop # 1, Al Quraish Plaza، D-843 5th Road","sources":["meta","overture"],"providers":2,"confidence":0.935,"website":true,"phone":true,"michelin":false,"score":1.976,"percentile":60,"photo":null,"transit":null},{"rank":10,"place_id":"gers:625cc0cb-c21c-4239-b376-23c7ee86a71a","name":"Angels Beauty Salon and Gym","category":"personal_or_beauty_service","address":"S, Plaza, 2000 Tipu Sultan Rd","sources":["meta","overture"],"providers":2,"confidence":0.93,"website":true,"phone":true,"michelin":false,"score":1.936,"percentile":55,"photo":null,"transit":null}]}