{"city":{"slug":"ahmedabad-in","name":"Ahmedabad","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":175,"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:b54c5562-2ce5-4bd3-985d-17d1a383075d","name":"Aaryans Tattoos and Piercings","category":"personal_or_beauty_service","address":"First Floor, Mohini Complex, A/5, Judges Bungalow Rd, nr. Pride Hotel, nr. Atithi Dinning Hall","sources":["meta","overture"],"providers":2,"confidence":0.999,"website":true,"phone":true,"michelin":false,"score":2.54,"percentile":100,"photo":null,"transit":null},{"rank":2,"place_id":"gers:e2ede004-714f-4ef3-ae64-80378a218b59","name":"Persona Skin Hair & LASER Clinic","category":"personal_or_beauty_service","address":"Sobo Center, South Bopal","sources":["meta","overture"],"providers":2,"confidence":0.996,"website":true,"phone":true,"michelin":false,"score":2.517,"percentile":99.43,"photo":null,"transit":null},{"rank":3,"place_id":"gers:7a7bf5a6-1cd9-4e7f-8e40-c5aec8bf2421","name":"Enliven Salon and International Academy","category":"personal_or_beauty_service","address":"Bridge, FF/02, Shlok Mirable, Near Royal Homes, Satyamev Vista Road, Sarkhej - Gandhinagar Hwy, near Gota","sources":["meta","overture"],"providers":2,"confidence":0.996,"website":true,"phone":true,"michelin":false,"score":2.516,"percentile":98.85,"photo":null,"transit":null},{"rank":4,"place_id":"gers:7fa0fe76-5cc2-42e3-af32-a7995ed1c60f","name":"Meraki Tattoos and Piercing","category":"personal_or_beauty_service","address":"first floor, Himalaya Arcade B, 132, lake, near Lapinoz Pizza, opp. vastrapur","sources":["meta","overture"],"providers":2,"confidence":0.992,"website":true,"phone":true,"michelin":false,"score":2.488,"percentile":98.28,"photo":null,"transit":null},{"rank":5,"place_id":"gers:c0adcdfb-b741-423a-a194-b7d9c8c2a7dd","name":"Naarie Beauty Salon and Academy","category":"personal_or_beauty_service","address":"7, Shilp Complex, Ambika Rd, next to ambika society","sources":["meta","overture"],"providers":2,"confidence":0.992,"website":true,"phone":true,"michelin":false,"score":2.486,"percentile":97.7,"photo":null,"transit":{"qid":"Q63368886","name":"Sabarmati South railway station","mode":"rail","distanceM":288}},{"rank":6,"place_id":"gers:da22d928-4b59-4401-9b3c-e0889450eeac","name":"Adron Salon Pvt Ltd","category":"personal_or_beauty_service","address":"Shop No 5, Orchid Center, G.F, opp. Safal Parisar 1","sources":["meta","overture"],"providers":2,"confidence":0.982,"website":true,"phone":true,"michelin":false,"score":2.411,"percentile":97.13,"photo":null,"transit":null},{"rank":7,"place_id":"gers:10d7f4a6-664a-4d86-a31a-d65dd96cacf0","name":"Atelier 7 Salon","category":"personal_or_beauty_service","address":"Shop No 2, Ashirwad Paras, Corporate Rd","sources":["meta","overture"],"providers":2,"confidence":0.979,"website":true,"phone":true,"michelin":false,"score":2.386,"percentile":96.55,"photo":null,"transit":null},{"rank":8,"place_id":"gers:f88a9a67-fab9-4a96-bd84-1aa447d858af","name":"Aaryan's Tattoos & Piercings Chandkheda","category":"personal_or_beauty_service","address":"9, First Floor, 4D Square Mall, Visat-Gandhinagar Road Motera, Chandkheda, Ahmedabad, Gujarat 382424, Ahmedabad, India, 382424","sources":["meta","overture"],"providers":2,"confidence":0.978,"website":true,"phone":true,"michelin":false,"score":2.382,"percentile":95.98,"photo":null,"transit":{"qid":"Q130354870","name":"Koteshwar Road","mode":"metro","distanceM":670}},{"rank":9,"place_id":"gers:48b66327-62c1-4da5-9793-59fa5678e697","name":"Poise Spa & Salon","category":"personal_or_beauty_service","address":"10 Zydus Hospital Road","sources":["meta","overture"],"providers":2,"confidence":0.976,"website":true,"phone":true,"michelin":false,"score":2.367,"percentile":95.4,"photo":null,"transit":{"qid":"Q63355331","name":"Ambli Road railway station","mode":"rail","distanceM":707}},{"rank":10,"place_id":"gers:c2809776-6c80-48fd-811b-e8dd7d032f8e","name":"Blooming Wellness","category":"personal_or_beauty_service","address":"216, Stellar 2nd Floor, Opposite Arista, Sindhu Bhavan Marg","sources":["meta","overture"],"providers":2,"confidence":0.973,"website":true,"phone":true,"michelin":false,"score":2.348,"percentile":94.83,"photo":null,"transit":null}]}