{"city":{"slug":"sao-paulo-br","name":"São Paulo","country":"BR","country_name":"Brazil"},"category":{"key":"brewery","label":"Brewery","phrase":"breweries","family":"food_and_drink"},"candidates":70,"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:aaa1a2f9-2784-4a29-b718-88a73f70e2e6","name":"Tarantino Cervejaria","category":"brewery","address":"R. Miguel Nelson Bechara, 316","sources":["meta","overture"],"providers":2,"confidence":0.998,"website":true,"phone":true,"michelin":false,"score":2.235,"percentile":100,"photo":null,"transit":null},{"rank":2,"place_id":"gers:258c4de6-e4ca-4be7-988c-3bb4c0ca19ef","name":"Trilha Cervejaria","category":"brewery","address":"Rua Apinajés, 137","sources":["meta","overture"],"providers":2,"confidence":0.998,"website":true,"phone":true,"michelin":false,"score":2.235,"percentile":98.55,"photo":null,"transit":{"qid":"Q30926628","name":"Perdizes (São Paulo Metro)","mode":"metro","distanceM":119}},{"rank":3,"place_id":"gers:cafa35cf-64c2-47f9-98e1-010c0cd5b824","name":"Alvorada Cervejaria","category":"brewery","address":"Rua Luís Góis, 1504 - Térreo","sources":["meta","overture"],"providers":2,"confidence":0.998,"website":true,"phone":true,"michelin":false,"score":2.235,"percentile":97.1,"photo":null,"transit":{"qid":"Q7929982","name":"Hospital São Paulo","mode":"metro","distanceM":695}},{"rank":4,"place_id":"gers:b9a1b6fd-a648-421c-be8c-f3a7ee327591","name":"Blues Beer","category":"brewery","address":"Rua Zacarias de Gois, 1094","sources":["meta","overture"],"providers":2,"confidence":0.998,"website":true,"phone":true,"michelin":false,"score":2.234,"percentile":95.65,"photo":null,"transit":{"qid":"Q18475266","name":"Brooklin Paulista station","mode":"rail","distanceM":640}},{"rank":5,"place_id":"gers:1e79130d-0dc3-4dbd-9a25-74babaee059f","name":"Croma Beer Co.","category":"brewery","address":"Rua Harmonia, 472","sources":["meta","overture"],"providers":2,"confidence":0.998,"website":true,"phone":true,"michelin":false,"score":2.234,"percentile":94.2,"photo":null,"transit":null},{"rank":6,"place_id":"gers:df133ca5-3683-4739-b8e5-ff524464a1a5","name":"Demokrata brewery","category":"brewery","address":"R. Guilherme Marconi, 211","sources":["meta","overture"],"providers":2,"confidence":0.997,"website":true,"phone":true,"michelin":false,"score":2.233,"percentile":92.75,"photo":null,"transit":null},{"rank":7,"place_id":"gers:fc266d1c-7dda-408e-a12d-d25e8b806551","name":"Cervejaria Dr. EWAM","category":"brewery","address":"R. Rui Martins, 191","sources":["meta","overture"],"providers":2,"confidence":0.997,"website":true,"phone":true,"michelin":false,"score":2.231,"percentile":91.3,"photo":null,"transit":null},{"rank":8,"place_id":"gers:cc638294-e059-4a23-bc13-e072eb2a3130","name":"Armazém 77","category":"brewery","address":"Rua Betari, 525","sources":["meta","overture"],"providers":2,"confidence":0.997,"website":true,"phone":true,"michelin":false,"score":2.229,"percentile":89.86,"photo":null,"transit":{"qid":"Q7162810","name":"Penha","mode":"metro","distanceM":582}},{"rank":9,"place_id":"gers:f7e60bde-dd3b-4283-a780-aecbf8a2312e","name":"Cervejaria Dogma","category":"brewery","address":"Rua Urussuí, 251","sources":["meta","overture"],"providers":2,"confidence":0.997,"website":true,"phone":true,"michelin":false,"score":2.227,"percentile":88.41,"photo":null,"transit":null},{"rank":10,"place_id":"gers:bf55868a-c12f-433a-afda-fe893ec9bd44","name":"1ª Cervejaria da Mooca","category":"brewery","address":"Rua Guaimbé, 148","sources":["meta","overture"],"providers":2,"confidence":0.996,"website":true,"phone":true,"michelin":false,"score":2.226,"percentile":86.96,"photo":null,"transit":null}]}