{"city":{"slug":"almaty-kz","name":"Almaty","country":"KZ","country_name":"Kazakhstan"},"category":{"key":"personal_or_beauty_service","label":"Personal or Beauty Service","phrase":"beauty and personal care services","family":"lifestyle_services"},"candidates":47,"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.","generated":"2026-10-21","places":[{"rank":1,"place_id":"gers:743083f3-2dd8-4fb7-99ea-321e80cd5354","name":"Barbershop Стриж","category":"personal_or_beauty_service","address":"Kurmangazy St 113","sources":["meta","overture"],"providers":2,"confidence":0.976,"website":true,"phone":true,"michelin":false,"score":2.371,"percentile":100},{"rank":2,"place_id":"gers:65ea85a8-f2f6-4a00-88eb-d04170b4d6f6","name":"Krasnoe Yabloko","category":"personal_or_beauty_service","address":"Николай Гоголь көшесі 74","sources":["meta","overture"],"providers":2,"confidence":0.975,"website":true,"phone":true,"michelin":false,"score":2.365,"percentile":97.83},{"rank":3,"place_id":"gers:59d705ee-cbdc-4479-af96-e044b8b3731d","name":"Центр косметологии Celebrity","category":"personal_or_beauty_service","address":"Ulitsa Karasay Batyra 61-67","sources":["meta","overture"],"providers":2,"confidence":0.965,"website":true,"phone":true,"michelin":false,"score":2.281,"percentile":95.65},{"rank":4,"place_id":"gers:7c095def-aaa3-4594-9c20-06c1916d2e73","name":"ТМ Барбершоп","category":"personal_or_beauty_service","address":"Абдулла Розыбақиев көшесі 113","sources":["meta","overture"],"providers":2,"confidence":0.965,"website":true,"phone":true,"michelin":false,"score":2.28,"percentile":93.48},{"rank":5,"place_id":"gers:a248b4de-d25a-46cd-996f-df4641d8e33c","name":"Салон красоты Star Nails на Аль-Фараби","category":"personal_or_beauty_service","address":"микрорайон, Mikrorayon Samal-2 д. 53","sources":["meta","overture"],"providers":2,"confidence":0.965,"website":true,"phone":true,"michelin":false,"score":2.279,"percentile":91.3},{"rank":6,"place_id":"gers:2bc0ba36-b2b6-4b64-b920-ee271658f21f","name":"MaximDtattoo studio","category":"personal_or_beauty_service","address":"Жүргенов көшесі 31","sources":["meta","overture"],"providers":2,"confidence":0.962,"website":true,"phone":true,"michelin":false,"score":2.254,"percentile":89.13},{"rank":7,"place_id":"gers:ce61f2d7-13de-4fc4-8801-e4281e733cce","name":"Барбершоп Брадобрей","category":"personal_or_beauty_service","address":"Al-Farabi Avenue 140a/3","sources":["meta","overture"],"providers":2,"confidence":0.958,"website":true,"phone":true,"michelin":false,"score":2.225,"percentile":86.96},{"rank":8,"place_id":"gers:c7cb93af-38b6-4076-9e19-a2ce09b40992","name":"Tattoodarkhorse тату салон","category":"personal_or_beauty_service","address":"Мынбаев көшесі 47б","sources":["meta","overture"],"providers":2,"confidence":0.955,"website":true,"phone":true,"michelin":false,"score":2.201,"percentile":84.78},{"rank":9,"place_id":"gers:f2931991-f9b2-4fe0-99b8-67143903f9af","name":"Салон Красоты Ариана","category":"personal_or_beauty_service","address":"Timiryazev St 60","sources":["meta","overture"],"providers":2,"confidence":0.95,"website":true,"phone":true,"michelin":false,"score":2.161,"percentile":82.61},{"rank":10,"place_id":"gers:9aeb185c-311d-47a4-80ea-ebce7b9b05c4","name":"Beauty idea","category":"personal_or_beauty_service","address":"Gagarin Ave 309/1","sources":["meta","overture"],"providers":2,"confidence":0.948,"website":true,"phone":true,"michelin":false,"score":2.143,"percentile":80.43}]}