{"city":{"slug":"bandung-id","name":"Bandung","country":"ID","country_name":"Indonesia"},"category":{"key":"specialty_store","label":"Specialty Store","phrase":"specialty shops","family":"shopping"},"candidates":16,"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:6de8f4e3-fa06-439b-8e60-8892e88cdee9","name":"IVS Vapestore","category":"specialty_store","address":"Jl. Dewi Sartika No.64","sources":["meta","overture"],"providers":2,"confidence":0.954,"website":true,"phone":true,"michelin":false,"score":1.28,"percentile":100,"photo":null,"transit":null},{"rank":2,"place_id":"gers:a20e5b80-c2ec-46e1-b1e2-6bc2611a47e0","name":"Magic Mug Bunglon","category":"specialty_store","address":"Komplek Pemda, Blok D. 16","sources":["meta","overture"],"providers":2,"confidence":0.95,"website":true,"phone":true,"michelin":false,"score":1.248,"percentile":93.33,"photo":null,"transit":null},{"rank":3,"place_id":"gers:274cac4b-0f3d-4c2b-a2f1-5309f537d5db","name":"Vapehitz","category":"specialty_store","address":"Jl. Palasari No.20","sources":["meta","overture"],"providers":2,"confidence":0.939,"website":true,"phone":true,"michelin":false,"score":1.154,"percentile":86.67,"photo":null,"transit":null},{"rank":4,"place_id":"gers:1458bd31-0b7c-45d7-b656-c604ee9b84bd","name":"Mixolo Vape Store & Coffee Shop","category":"specialty_store","address":"Jl. Sarimanah No.74","sources":["meta","overture"],"providers":2,"confidence":0.937,"website":true,"phone":true,"michelin":false,"score":1.142,"percentile":80,"photo":null,"transit":null},{"rank":5,"place_id":"gers:9a96c8e6-323f-4718-bbfd-22ed75f02deb","name":"Sheepshipshop Grosir Balon Ulang Tahun","category":"specialty_store","address":"Jalan Leuwi Panjang No.135, Kebon Lega, Kecamatan Bojongloa Kidul","sources":["microsoft","overture"],"providers":2,"confidence":0.928,"website":true,"phone":true,"michelin":false,"score":1.06,"percentile":73.33,"photo":null,"transit":null},{"rank":6,"place_id":"gers:703b344a-b18f-4612-814d-c9985d1e7cfb","name":"Rich Vape Store","category":"specialty_store","address":"Jl. Permai Raya No.2A","sources":["meta","overture"],"providers":2,"confidence":0.973,"website":false,"phone":true,"michelin":false,"score":1.037,"percentile":66.67,"photo":null,"transit":null},{"rank":7,"place_id":"gers:f9a2cb37-af6e-4b06-920d-7365c3711cfe","name":"Sangkuriang Vape Store","category":"specialty_store","address":"Jl. Purbasari No.1","sources":["meta","overture"],"providers":2,"confidence":0.924,"website":true,"phone":true,"michelin":false,"score":1.026,"percentile":60,"photo":null,"transit":null},{"rank":8,"place_id":"gers:13c49326-b407-4a7d-a6a4-581402acbfbe","name":"Episode Factory Outlet","category":"specialty_store","address":"Jalan Ir. H. Juanda 125","sources":["meta","overture"],"providers":2,"confidence":0.968,"website":false,"phone":true,"michelin":false,"score":0.99,"percentile":53.33,"photo":null,"transit":null},{"rank":9,"place_id":"gers:eb2f9f26-7f17-4b6c-aeb6-c81d833889fb","name":"Azka Vape Shop","category":"specialty_store","address":"Jl. Al-Fathu","sources":["meta","overture"],"providers":2,"confidence":0.956,"website":false,"phone":true,"michelin":false,"score":0.89,"percentile":46.67,"photo":null,"transit":null},{"rank":10,"place_id":"gers:0ba72755-5083-4fee-90d3-18b5cd2501d1","name":"Vapor Vermilion","category":"specialty_store","address":"Jalan Raya Selacau 174","sources":["meta","overture"],"providers":2,"confidence":0.907,"website":true,"phone":true,"michelin":false,"score":0.883,"percentile":40,"photo":null,"transit":null}]}