{"city":{"slug":"ahmedabad-in","name":"Ahmedabad","country":"IN","country_name":"India"},"category":{"key":"fitness_studio","label":"Fitness Studio","phrase":"fitness studios","family":"sports_and_recreation"},"candidates":18,"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:69b40e0a-d84b-4fbc-8c99-143c89aebb99","name":"Aum Vedanta Centre","category":"fitness_studio","address":"208-209, 3rd Eye Vision, Panjrapole Char Rasta, opp. Shivalik Plaza, near AMA","sources":["meta","overture"],"providers":2,"confidence":0.986,"website":true,"phone":true,"michelin":false,"score":2.298,"percentile":100,"photo":null,"transit":null},{"rank":2,"place_id":"gers:df604228-98ca-4a13-87f5-1c4bf4309783","name":"Hetal's Clinic","category":"fitness_studio","address":"4th Floor, Riddham Buisness Mart, Tarek Mehta Marg, nr. Ketav Petrol Pump","sources":["meta","overture"],"providers":2,"confidence":0.98,"website":true,"phone":true,"michelin":false,"score":2.253,"percentile":94.12,"photo":null,"transit":null},{"rank":3,"place_id":"gers:4866b519-089b-4709-9677-f10f4557ce66","name":"Nirvana Arts Studio","category":"fitness_studio","address":"Radhe Chamber, 201/SF, Nirant Cross Rd, opp. Madhav park part-4, above SBI bank","sources":["meta","overture"],"providers":2,"confidence":0.975,"website":true,"phone":true,"michelin":false,"score":2.215,"percentile":88.24,"photo":null,"transit":{"qid":"Q108352730","name":"Nirant Cross Roads","mode":"metro","distanceM":684}},{"rank":4,"place_id":"gers:b7343611-0176-49a0-af0e-cd96a29a23a8","name":"Nidhi's Yoga Hub","category":"fitness_studio","address":"1st & 2nd floor, Hansraj complex, Nirant Cross Rd, above Shivam communication Krishnabaug","sources":["meta","overture"],"providers":2,"confidence":0.971,"website":true,"phone":true,"michelin":false,"score":2.192,"percentile":82.35,"photo":null,"transit":{"qid":"Q6749778","name":"Maninagar railway station","mode":"rail","distanceM":752}},{"rank":5,"place_id":"gers:8cf43cf2-b4f2-4f79-9bb2-308c5d353050","name":"Sonali Yoga School Ahmedabad","category":"fitness_studio","address":"Sonali yoga school,G-27, Ground Floor, Opp GalaGardenia , South bopal, Ahmedabad","sources":["meta","overture"],"providers":2,"confidence":0.964,"website":true,"phone":true,"michelin":false,"score":2.138,"percentile":76.47,"photo":null,"transit":null},{"rank":6,"place_id":"gers:5ea7e002-0a37-4948-bc6b-b59060d94e39","name":"Ruchi Yoga Studio","category":"fitness_studio","address":"10, Primate, Opp. Mother Milk Palace, Nr. Gormoh Restaurant, Judges crossroad, ","sources":["meta","overture"],"providers":2,"confidence":0.96,"website":true,"phone":true,"michelin":false,"score":2.109,"percentile":70.59,"photo":null,"transit":{"qid":"Q131418464","name":"Thaltej Gam metro station","mode":"metro","distanceM":278}},{"rank":7,"place_id":"gers:6e831166-dba6-415d-a75b-f65baa2e1c15","name":"Atha Yogshala","category":"fitness_studio","address":"4th Floor, Nandanvan Complex, Bhairavnath Rd","sources":["meta","overture"],"providers":2,"confidence":0.935,"website":true,"phone":true,"michelin":false,"score":1.935,"percentile":64.71,"photo":null,"transit":null},{"rank":8,"place_id":"gers:5834e8a1-a685-4be5-a969-1f3a55ed4746","name":"Star Yog Studio","category":"fitness_studio","address":"A - 412, Steller, Sindhubhavan, Road","sources":["meta","overture"],"providers":2,"confidence":0.933,"website":true,"phone":true,"michelin":false,"score":1.92,"percentile":58.82,"photo":null,"transit":null},{"rank":9,"place_id":"gers:40a75c83-6ff9-4db7-a276-13b805a8a339","name":"Sahastrar by Dilip Dholakia's Academy of Yoga and Balance Therapy","category":"fitness_studio","address":"Satva, 304-305, Maple County Rd, opp. Bhavin school- Mahalaxmi Mandir","sources":["meta","overture"],"providers":2,"confidence":0.922,"website":true,"phone":true,"michelin":false,"score":1.842,"percentile":52.94,"photo":null,"transit":{"qid":"Q131418464","name":"Thaltej Gam metro station","mode":"metro","distanceM":288}},{"rank":10,"place_id":"gers:bc45ff35-2402-46c6-8095-20f0ff5ca069","name":"Hetal's Yog Clinic - Naranpura","category":"fitness_studio","address":"3rd Floor Maharshi Complex, Ankur Road Jivansmruti Society, Hargovandas Patel Park Society, Ankur Cross Road, Naranpura","sources":["microsoft","overture"],"providers":2,"confidence":0.92,"website":true,"phone":true,"michelin":false,"score":1.829,"percentile":47.06,"photo":null,"transit":{"qid":"Q114427238","name":"Vijay Nagar","mode":"metro","distanceM":796}}]}