{"city":{"slug":"shymkent-kz","name":"Shymkent","country":"KZ","country_name":"Kazakhstan"},"category":{"key":"hotel","label":"Hotel","phrase":"hotels","family":"lodging"},"candidates":13,"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:c9ad0073-0581-4716-b6f2-12065b1928ee","name":"Shymkent Grand Hotel","category":"hotel","address":"Respublika Avenue 6А","sources":["meta","overture"],"providers":2,"confidence":0.997,"website":true,"phone":true,"michelin":false,"score":2.293,"percentile":100,"photo":null,"transit":null},{"rank":2,"place_id":"gers:f39244a0-bce8-4e49-b434-417b2680c69b","name":"Aidana Plaza Hotel","category":"hotel","address":"Beybitshilik Ave 13","sources":["meta","overture"],"providers":2,"confidence":0.996,"website":true,"phone":true,"michelin":false,"score":2.29,"percentile":91.67,"photo":null,"transit":null},{"rank":3,"place_id":"gers:d372785b-3b11-4d4a-af8d-55585af48906","name":"Rixos Khadisha Shymkent","category":"hotel","address":"Zheltoksan Str 17","sources":["meta","overture"],"providers":2,"confidence":0.992,"website":true,"phone":true,"michelin":false,"score":2.257,"percentile":83.33,"photo":null,"transit":null},{"rank":4,"place_id":"gers:4f024580-20c3-46c3-bfa4-8ee68e6da38b","name":"Express city hotel","category":"hotel","address":"G. Ilyaev St 7","sources":["meta","overture"],"providers":2,"confidence":0.981,"website":true,"phone":true,"michelin":false,"score":2.18,"percentile":75,"photo":null,"transit":null},{"rank":5,"place_id":"gers:e2f05789-46f0-4d17-957d-370cf725f0fb","name":"Megapolis Hotel Shymkent","category":"hotel","address":"Zhylkyshiev St 35A","sources":["meta","overture"],"providers":2,"confidence":0.98,"website":true,"phone":true,"michelin":false,"score":2.168,"percentile":66.67,"photo":null,"transit":null},{"rank":6,"place_id":"gers:5fd98ca5-1fa8-464c-888d-5302628f5af6","name":"Promenade Park Hotel","category":"hotel","address":"Beybitshilik Ave 4Б","sources":["meta","overture"],"providers":2,"confidence":0.97,"website":true,"phone":true,"michelin":false,"score":2.097,"percentile":58.33,"photo":null,"transit":null},{"rank":7,"place_id":"gers:8ac9ad4d-d5f4-4839-bbdc-59614528dc6d","name":"DoubleTree by Hilton Shymkent","category":"hotel","address":"43 B, Bauyrzhan Momyshuly Ave","sources":["meta","overture"],"providers":2,"confidence":1,"website":false,"phone":true,"michelin":false,"score":1.771,"percentile":50,"photo":null,"transit":null},{"rank":8,"place_id":"gers:16c1423d-00c3-4c04-b647-f9b167702e87","name":"Standart Sapar Hotel","category":"hotel","address":"микрорайон 17 3","sources":["meta","overture"],"providers":2,"confidence":0.912,"website":true,"phone":true,"michelin":false,"score":1.676,"percentile":41.67,"photo":null,"transit":null},{"rank":9,"place_id":"gers:84572052-a5a0-4de5-bd54-b614f8b0effa","name":"Canvas Hotel","category":"hotel","address":"Momishuli Street","sources":["meta","overture"],"providers":2,"confidence":0.969,"website":true,"phone":true,"michelin":false,"score":1.567,"percentile":33.33,"photo":null,"transit":null},{"rank":10,"place_id":"gers:0e3baa70-6d27-4dcf-85fd-623430e78ebc","name":"Pana Boutique Hotel","category":"hotel","address":"Ulitsa Bayseitova 4","sources":["meta","overture"],"providers":2,"confidence":0.951,"website":false,"phone":true,"michelin":false,"score":1.418,"percentile":25,"photo":null,"transit":null}]}