{"city":{"slug":"tbilisi-ge","name":"Tbilisi","country":"GE","country_name":"Georgia"},"category":{"key":"personal_or_beauty_service","label":"Personal or Beauty Service","phrase":"beauty and personal care services","family":"lifestyle_services"},"candidates":131,"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:f0feba37-cd35-49e7-a524-36d84af8de93","name":"Barber Shop Barbossa","category":"personal_or_beauty_service","address":"24 Alexander Kazbegi Ave","sources":["meta","overture"],"providers":2,"confidence":0.984,"website":true,"phone":true,"michelin":false,"score":2.625,"percentile":100,"photo":null,"transit":{"qid":"Q1184311","name":"Delisi","mode":"metro","distanceM":210}},{"rank":2,"place_id":"gers:f24eb895-667d-4b5d-ba7b-12a8ec444b94","name":"Garrison Barbershop","category":"personal_or_beauty_service","address":"64-62, Irakli Abashidze Street","sources":["meta","overture"],"providers":2,"confidence":0.982,"website":true,"phone":true,"michelin":false,"score":2.606,"percentile":99.23,"photo":null,"transit":null},{"rank":3,"place_id":"gers:428292bc-374e-495a-830c-1f1eddded833","name":"Camora Hairdresser & Barber","category":"personal_or_beauty_service","address":"23 Shota Rustaveli Ave","sources":["meta","overture"],"providers":2,"confidence":0.979,"website":true,"phone":true,"michelin":false,"score":2.58,"percentile":98.46,"photo":null,"transit":{"qid":"Q1631672","name":"Rustaveli","mode":"metro","distanceM":667}},{"rank":4,"place_id":"gers:70f8fab5-f83c-44ca-b360-d6321fa03667","name":"სალონი ჩიქო-Salon Chiqo","category":"personal_or_beauty_service","address":"ბაქოს ქუჩა 20","sources":["meta","overture"],"providers":2,"confidence":0.977,"website":true,"phone":true,"michelin":false,"score":2.559,"percentile":97.69,"photo":null,"transit":{"qid":"Q2211128","name":"Station Square II","mode":"metro","distanceM":550}},{"rank":5,"place_id":"gers:dab87a62-6382-4199-bf7b-8a2cc7e40794","name":"Brow & Lash Bar","category":"personal_or_beauty_service","address":"21 Zakaria Paliashvili Street","sources":["meta","overture"],"providers":2,"confidence":0.989,"website":true,"phone":true,"michelin":false,"score":2.546,"percentile":96.92,"photo":null,"transit":null},{"rank":6,"place_id":"gers:1ecac679-80d6-4eb9-b0ee-e71e15cb90a5","name":"Andrei Aivazian Tattoo Studio","category":"personal_or_beauty_service","address":"ვაჟა-ფშაველას გამზირი 32","sources":["meta","overture"],"providers":2,"confidence":0.974,"website":true,"phone":true,"michelin":false,"score":2.531,"percentile":96.15,"photo":null,"transit":{"qid":"Q1184311","name":"Delisi","mode":"metro","distanceM":370}},{"rank":7,"place_id":"gers:277499b5-b704-4232-a051-ef97922fce38","name":"Tsilosani Hair Transplantation Institute","category":"personal_or_beauty_service","address":"1 Mikheil Chiaureli Ln","sources":["microsoft","overture"],"providers":2,"confidence":0.973,"website":true,"phone":true,"michelin":false,"score":2.525,"percentile":95.38,"photo":null,"transit":null},{"rank":8,"place_id":"gers:84f4da59-ae57-449d-aaf3-7503d5083b58","name":"Tbilisi Ink Tattoo Studio","category":"personal_or_beauty_service","address":"41 Merab Kostava St","sources":["meta","overture"],"providers":2,"confidence":0.968,"website":true,"phone":true,"michelin":false,"score":2.481,"percentile":94.62,"photo":null,"transit":{"qid":"Q1631672","name":"Rustaveli","mode":"metro","distanceM":628}},{"rank":9,"place_id":"gers:9fa9e3aa-ffcc-4055-a298-7dc668f43064","name":"Brow and Lash Bar","category":"personal_or_beauty_service","address":"10 Alexander Kazbegi Ave","sources":["meta","overture"],"providers":2,"confidence":0.964,"website":true,"phone":true,"michelin":false,"score":2.448,"percentile":93.85,"photo":null,"transit":{"qid":"Q1375904","name":"Medical University","mode":"metro","distanceM":161}},{"rank":10,"place_id":"gers:c142c2eb-2a08-4014-bcdd-b8a1a7873bee","name":"mclub Beauty Club","category":"personal_or_beauty_service","address":"2 Ilia Chavchavadze Avenue","sources":["meta","overture"],"providers":2,"confidence":0.964,"website":true,"phone":true,"michelin":false,"score":2.445,"percentile":93.08,"photo":null,"transit":null}]}