{"city":{"slug":"seoul-kr","name":"Seoul","country":"KR","country_name":"South Korea"},"category":{"key":"food_and_beverage_store","label":"Food and Beverage Store","phrase":"food and drink shops","family":"shopping"},"candidates":108,"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:79c81121-b9ae-453e-8889-560160fcddc2","name":"Monks Butcher","category":"food_and_beverage_store","address":"228-1 Itaewon-ro","sources":["meta","overture"],"providers":2,"confidence":0.998,"website":true,"phone":true,"michelin":false,"score":2.37,"percentile":100,"photo":null,"transit":{"qid":"Q490082","name":"Itaewon Station","mode":"metro","distanceM":484}},{"rank":2,"place_id":"gers:16708a01-d028-4bde-aca1-c0aa665ddb54","name":"박향희김 롯데마트 청량리점","category":"food_and_beverage_store","address":"Wangsan-ro, 214, LOTTE Mart Cheongnyangni, 4층","sources":["meta","overture"],"providers":2,"confidence":0.996,"website":true,"phone":true,"michelin":false,"score":2.352,"percentile":99.07,"photo":null,"transit":{"qid":"Q110463582","name":"Cheongnyangni","mode":"rail","distanceM":37}},{"rank":3,"place_id":"gers:ed7c77f6-2a52-4f8b-8949-8a60ca4d6ea5","name":"미암미암","category":"food_and_beverage_store","address":"4 sinheung-ro 9-gil, yongsan-gu","sources":["meta","overture"],"providers":2,"confidence":0.995,"website":true,"phone":true,"michelin":false,"score":2.349,"percentile":98.13,"photo":null,"transit":null},{"rank":4,"place_id":"gers:1acbf481-18e4-4550-a7e8-aa166aa687c0","name":"자매수산","category":"food_and_beverage_store","address":"서초동 1309-9","sources":["meta","overture"],"providers":2,"confidence":0.991,"website":true,"phone":true,"michelin":false,"score":2.319,"percentile":97.2,"photo":null,"transit":{"qid":"Q53000","name":"Sinnonhyeon Station","mode":"metro","distanceM":272}},{"rank":5,"place_id":"gers:dca3d22f-9ec8-4a5b-8ae9-705e82d51789","name":"롯데마트 서초점","category":"food_and_beverage_store","address":"12 Seocho-daero 38-gil","sources":["meta","overture"],"providers":2,"confidence":0.991,"website":true,"phone":true,"michelin":false,"score":2.318,"percentile":96.26,"photo":null,"transit":{"qid":"Q488083","name":"Seocho Station","mode":"metro","distanceM":258}},{"rank":6,"place_id":"gers:7a842ec6-5558-4e77-a2ec-cdd1bfeb0e55","name":"이마트 청계천","category":"food_and_beverage_store","address":"400 Cheonggyecheon-ro","sources":["meta","overture"],"providers":2,"confidence":0.99,"website":true,"phone":true,"michelin":false,"score":2.31,"percentile":95.33,"photo":null,"transit":{"qid":"Q490460","name":"Sinseol-dong Station","mode":"metro","distanceM":503}},{"rank":7,"place_id":"gers:54f6d3dc-ebbd-4167-bdcd-de8b1a1577ba","name":"영동 전통시장","category":"food_and_beverage_store","address":"논현1동 140","sources":["meta","overture"],"providers":2,"confidence":0.99,"website":true,"phone":true,"michelin":false,"score":2.309,"percentile":94.39,"photo":null,"transit":{"qid":"Q68920","name":"Nonhyeon Station","mode":"metro","distanceM":305}},{"rank":8,"place_id":"gers:86852023-4803-4459-950d-7563311c7df6","name":"Elephant Kitchen","category":"food_and_beverage_store","address":"봉천동 1599-4","sources":["meta","overture"],"providers":2,"confidence":0.988,"website":true,"phone":true,"michelin":false,"score":2.294,"percentile":93.46,"photo":null,"transit":{"qid":"Q487598","name":"Seoul National University Station","mode":"metro","distanceM":225}},{"rank":9,"place_id":"gers:6de7593b-1671-4935-8933-ee1bf37d3ec7","name":"레끌레 드 크리스탈 양재점","category":"food_and_beverage_store","address":"Yangjae-dong, 87-9 1층 103호","sources":["meta","overture"],"providers":2,"confidence":0.987,"website":true,"phone":true,"michelin":false,"score":2.287,"percentile":92.52,"photo":null,"transit":null},{"rank":10,"place_id":"gers:f2fad954-e26a-4214-b4f2-ad0c45e4c831","name":"발리슈퍼스토어","category":"food_and_beverage_store","address":"45 Yanghwa-ro 6-gil, Seogyo-dong","sources":["meta","overture"],"providers":2,"confidence":0.985,"website":true,"phone":true,"michelin":false,"score":2.275,"percentile":91.59,"photo":null,"transit":{"qid":"Q498168","name":"Hapjeong Station","mode":"metro","distanceM":281}}]}