{"city":{"slug":"goyang-si-kr","name":"Goyang-si","country":"KR","country_name":"South Korea"},"category":{"key":"coffee_shop","label":"Coffee Shop","phrase":"coffee shops","family":"food_and_drink"},"candidates":80,"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:9b937a4c-e307-4937-989b-e3eaa56e65ea","name":"FourB DMZ","category":"coffee_shop","address":"177 Imjingak-ro, Munsan-eup","sources":["meta","overture"],"providers":2,"confidence":0.995,"website":true,"phone":true,"michelin":false,"score":2.454,"percentile":100,"photo":null,"transit":{"qid":"Q54345","name":"Imjingang Station","mode":"metro","distanceM":586}},{"rank":2,"place_id":"gers:5088835f-347b-4d0e-adfe-2c4f94149539","name":"Huistencoffee 하우스텐커피","category":"coffee_shop","address":"일산동구 무궁화로 31-2 풍성프라자 113호","sources":["meta","overture"],"providers":2,"confidence":0.991,"website":true,"phone":true,"michelin":false,"score":2.427,"percentile":98.73,"photo":null,"transit":{"qid":"Q79827","name":"Jeongbalsan Station","mode":"metro","distanceM":303}},{"rank":3,"place_id":"gers:479bad00-ae61-4480-ad25-4e99b2f78596","name":"스타벅스 김포장기점","category":"coffee_shop","address":"장기동 1608","sources":["meta","overture"],"providers":2,"confidence":0.989,"website":true,"phone":true,"michelin":false,"score":2.419,"percentile":97.47,"photo":null,"transit":{"qid":"Q24864069","name":"Janggi Station","mode":"metro","distanceM":102}},{"rank":4,"place_id":"gers:1d2e7f6f-8389-4145-b5dc-e3757bf24cb7","name":"다위스 커피","category":"coffee_shop","address":"경기도 고양시 대자동 834-8","sources":["meta","overture"],"providers":2,"confidence":0.981,"website":true,"phone":true,"michelin":false,"score":2.367,"percentile":96.2,"photo":null,"transit":null},{"rank":5,"place_id":"gers:0542d151-635f-4d3b-87b9-e581a1385495","name":"커피팩토리 위시티","category":"coffee_shop","address":"식사동 741-7","sources":["meta","overture"],"providers":2,"confidence":0.979,"website":true,"phone":true,"michelin":false,"score":2.354,"percentile":94.94,"photo":null,"transit":null},{"rank":6,"place_id":"gers:0e1abdb9-94f1-465a-bfe0-acd75e043f7e","name":"커피팩토리일산","category":"coffee_shop","address":"408-6 덕이동","sources":["meta","overture"],"providers":2,"confidence":0.976,"website":true,"phone":true,"michelin":false,"score":2.335,"percentile":93.67,"photo":null,"transit":{"qid":"Q59869","name":"Tanhyeon Station","mode":"rail","distanceM":667}},{"rank":7,"place_id":"gers:c201da00-ce60-48c2-b232-db94c34f9c59","name":"보타니카바이선리","category":"coffee_shop","address":"Jeongbalsan-dong, 번지 1층 1349-9 KR","sources":["meta","overture"],"providers":2,"confidence":0.976,"website":true,"phone":true,"michelin":false,"score":2.33,"percentile":92.41,"photo":null,"transit":{"qid":"Q59866","name":"Pungsan Station","mode":"rail","distanceM":446}},{"rank":8,"place_id":"gers:2d085a16-c355-4e86-ad61-5e71d25a2db0","name":"Yunsi Coffee Roasters","category":"coffee_shop","address":"838 Madu-dong","sources":["meta","overture"],"providers":2,"confidence":0.975,"website":true,"phone":true,"michelin":false,"score":2.329,"percentile":91.14,"photo":null,"transit":null},{"rank":9,"place_id":"gers:b668f3a3-ec8f-4c54-96f3-21fa07bd8e3a","name":"Peace Piece Jeongbalsan","category":"coffee_shop","address":"Ilsan-ro 380beon-gil, 45 1층","sources":["meta","overture"],"providers":2,"confidence":0.974,"website":true,"phone":true,"michelin":false,"score":2.322,"percentile":89.87,"photo":null,"transit":{"qid":"Q59866","name":"Pungsan Station","mode":"rail","distanceM":347}},{"rank":10,"place_id":"gers:ffcc4555-2e4a-4c3a-804b-21e52b1cbe81","name":"스타벅스 일산탄현동점","category":"coffee_shop","address":"142-84 Tanhyeon-dong","sources":["meta","overture"],"providers":2,"confidence":0.973,"website":true,"phone":true,"michelin":false,"score":2.312,"percentile":88.61,"photo":null,"transit":{"qid":"Q59869","name":"Tanhyeon Station","mode":"rail","distanceM":333}}]}