{"city":{"slug":"monterrey-mx","name":"Monterrey","country":"MX","country_name":"Mexico"},"category":{"key":"vision_or_eye_care_clinic","label":"Vision or Eye Care Clinic","phrase":"eye clinics","family":"health_care"},"candidates":68,"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:8dc20329-f596-486f-b4cc-c382eeb3b413","name":"Fundación de Ojos Vidaurri","category":"vision_or_eye_care_clinic","address":"Avenida Paseo de los Leones 1232","sources":["meta","overture"],"providers":2,"confidence":0.996,"website":true,"phone":true,"michelin":false,"score":2.393,"percentile":100,"photo":null,"transit":null},{"rank":2,"place_id":"gers:5e5549b6-1c36-4a05-b94f-149b04012f55","name":"Médica Leones","category":"vision_or_eye_care_clinic","address":"Paseo De Los Leones 592","sources":["microsoft","overture"],"providers":2,"confidence":0.994,"website":true,"phone":true,"michelin":false,"score":2.374,"percentile":98.51,"photo":null,"transit":{"qid":"Q7521431","name":"Simón Bolívar","mode":"rail","distanceM":468}},{"rank":3,"place_id":"gers:369acd01-ce71-4bf0-8551-3841b0da4c2a","name":"Centro de Cirugia de Catarata y Vitreo","category":"vision_or_eye_care_clinic","address":"Av. San Francisco 132","sources":["meta","overture"],"providers":2,"confidence":0.993,"website":true,"phone":true,"michelin":false,"score":2.372,"percentile":97.01,"photo":null,"transit":null},{"rank":4,"place_id":"gers:3000e6a8-2353-4999-8d70-74bcdc961078","name":"Dr. Enrique Barragán Garza Oftalmólogo","category":"vision_or_eye_care_clinic","address":"Edificio Lomaz, Miguel Hidalgo y Costilla 2040-Planta Baja, Consultorio 9","sources":["meta","overture"],"providers":2,"confidence":0.991,"website":true,"phone":true,"michelin":false,"score":2.357,"percentile":95.52,"photo":null,"transit":null},{"rank":5,"place_id":"gers:c793b231-1b6e-4a41-9fc8-a518900ff9f8","name":"Laser Center Monterrey","category":"vision_or_eye_care_clinic","address":"edificio EME, Miguel Hidalgo y Costilla 2532 pte-despacho 401","sources":["meta","overture"],"providers":2,"confidence":0.988,"website":true,"phone":true,"michelin":false,"score":2.335,"percentile":94.03,"photo":null,"transit":null},{"rank":6,"place_id":"gers:7f7ff525-653b-411a-bd1d-704ec37fc4dc","name":"Ophthalmology Clinic Santa Lucia","category":"vision_or_eye_care_clinic","address":"Belisario Domínguez 2551","sources":["meta","overture"],"providers":2,"confidence":0.988,"website":true,"phone":true,"michelin":false,"score":2.333,"percentile":92.54,"photo":null,"transit":null},{"rank":7,"place_id":"gers:d54dc83c-5a5e-460a-b0cc-9856c04022be","name":"Khromavision","category":"vision_or_eye_care_clinic","address":"Av. Manuel Gómez Morín, Av. del Roble 300","sources":["meta","overture"],"providers":2,"confidence":0.982,"website":true,"phone":true,"michelin":false,"score":2.29,"percentile":91.04,"photo":null,"transit":null},{"rank":8,"place_id":"gers:de8d0f5d-bd2d-4896-893d-2fa5944c186f","name":"Visión Láser San José","category":"vision_or_eye_care_clinic","address":"Avenida, De La Clínica 2520","sources":["meta","overture"],"providers":2,"confidence":0.981,"website":true,"phone":true,"michelin":false,"score":2.285,"percentile":89.55,"photo":null,"transit":null},{"rank":9,"place_id":"gers:a1a8c6c5-667f-444f-af8d-49a94aa4a2d1","name":"Optik Clara Vision","category":"vision_or_eye_care_clinic","address":"Ignacio Zaragoza 404","sources":["meta","overture"],"providers":2,"confidence":0.977,"website":true,"phone":true,"michelin":false,"score":2.253,"percentile":88.06,"photo":null,"transit":null},{"rank":10,"place_id":"gers:21284f33-9d6a-44ee-bc61-96c515b338c2","name":"iLaser","category":"vision_or_eye_care_clinic","address":"Dr, Antonio Vera 2","sources":["meta","overture"],"providers":2,"confidence":0.976,"website":true,"phone":true,"michelin":false,"score":2.249,"percentile":86.57,"photo":null,"transit":null}]}