{"city":{"slug":"hanoi-vn","name":"Hanoi","country":"VN","country_name":"Vietnam"},"category":{"key":"automotive_service","label":"Automotive Service","phrase":"car repair and service shops","family":"travel_and_transportation"},"candidates":269,"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:40d2ac0e-57d1-4f41-8e49-99d6857e4668","name":"Huy Giang Auto","category":"automotive_service","address":"5 Phố Trịnh Văn Bô","sources":["meta","overture"],"providers":2,"confidence":0.986,"website":true,"phone":true,"michelin":false,"score":2.444,"percentile":100},{"rank":2,"place_id":"gers:d4c6b47a-53c6-4dc8-8742-9c60d54aaed8","name":"Vinh Quang AUTO","category":"automotive_service","address":"805 Đường Giải Phóng","sources":["meta","overture"],"providers":2,"confidence":0.986,"website":true,"phone":true,"michelin":false,"score":2.443,"percentile":99.63},{"rank":3,"place_id":"gers:a6b035b7-ec60-475d-b65c-f48b56fb40c7","name":"Gara Ô Tô Tuấn Linh Chevrolet","category":"automotive_service","address":"Tổ 13 P. Xuân Đỗ","sources":["meta","overture"],"providers":2,"confidence":0.984,"website":true,"phone":true,"michelin":false,"score":2.429,"percentile":99.25},{"rank":4,"place_id":"gers:562a0b55-05f4-40d2-b18e-01747f7b3859","name":"Company Limited Trading Services Vietnam Rambo","category":"automotive_service","address":"81 Đ. Phạm Văn Đồng","sources":["meta","overture"],"providers":2,"confidence":0.981,"website":true,"phone":true,"michelin":false,"score":2.401,"percentile":98.88},{"rank":5,"place_id":"gers:341ab3cd-b134-4f96-b98f-3bbf8c152802","name":"Bách Thái Autocare","category":"automotive_service","address":"497 Đường Quang Trung","sources":["meta","overture"],"providers":2,"confidence":0.981,"website":true,"phone":true,"michelin":false,"score":2.395,"percentile":98.51},{"rank":6,"place_id":"gers:83607abd-d98c-4fdf-b1d1-405de6301f1b","name":"Lốp Ô Tô Mới & Cũ","category":"automotive_service","address":"7 Đường Phùng Hưng","sources":["meta","overture"],"providers":2,"confidence":0.98,"website":true,"phone":true,"michelin":false,"score":2.392,"percentile":98.13},{"rank":7,"place_id":"gers:f526af27-5da0-4a77-991d-68f835b425c5","name":"Lốp ô tô Thái Phương","category":"automotive_service","address":"37 Phố Việt Hưng","sources":["meta","overture"],"providers":2,"confidence":0.979,"website":true,"phone":true,"michelin":false,"score":2.383,"percentile":97.76},{"rank":8,"place_id":"gers:84d107f2-57af-4a83-8f46-0b9e31684fa3","name":"Gara Ô tô Trung Lân","category":"automotive_service","address":"Số 1 Ng. 3 P. Tôn Thất thuyết","sources":["meta","overture"],"providers":2,"confidence":0.978,"website":true,"phone":true,"michelin":false,"score":2.376,"percentile":97.39},{"rank":9,"place_id":"gers:ee701c85-cd02-4396-abcc-7c58c104114c","name":"Anh Tuan Auto","category":"automotive_service","address":"182 Đ. Võ Chí Công","sources":["meta","overture"],"providers":2,"confidence":0.977,"website":true,"phone":true,"michelin":false,"score":2.366,"percentile":97.01},{"rank":10,"place_id":"gers:58cfe28c-d44e-407f-8a3b-5f6e659e7036","name":"MixUp Plus - Xưởng độ xe","category":"automotive_service","address":"1 Phố Yên Duyên","sources":["meta","overture"],"providers":2,"confidence":0.977,"website":true,"phone":true,"michelin":false,"score":2.365,"percentile":96.64}]}