{"city":{"slug":"bandung-id","name":"Bandung","country":"ID","country_name":"Indonesia"},"category":{"key":"hardware_home_and_garden_store","label":"Hardware Home and Garden Store","phrase":"hardware, home and garden shops","family":"shopping"},"candidates":61,"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:bd6d6877-6c86-4cfc-ba4f-3e128c01b839","name":"Depo Bangunan Bandung","category":"hardware_home_and_garden_store","address":"Jl. Soekarno-Hatta No.648","sources":["meta","overture"],"providers":2,"confidence":0.999,"website":true,"phone":true,"michelin":false,"score":2.415,"percentile":100,"photo":null,"transit":null},{"rank":2,"place_id":"gers:b44b3e14-4032-46e3-8f1f-1b0112420db8","name":"Chandra Karya Bandung","category":"hardware_home_and_garden_store","address":"Jl. Pajajaran No.101","sources":["meta","overture"],"providers":2,"confidence":0.998,"website":true,"phone":true,"michelin":false,"score":2.41,"percentile":98.33,"photo":null,"transit":{"qid":"Q97206767","name":"Bandung Gudang railway station","mode":"rail","distanceM":762}},{"rank":3,"place_id":"gers:2d4edc6f-0544-4c45-9af1-d2e84649e087","name":"ACE Hardware Metro Indah Mall","category":"hardware_home_and_garden_store","address":"Metro Indah Mall, AZKO Jl. Soekarno-Hatta No.590A","sources":["meta","overture"],"providers":2,"confidence":0.988,"website":true,"phone":true,"michelin":false,"score":2.337,"percentile":96.67,"photo":null,"transit":null},{"rank":4,"place_id":"gers:b2660e41-7329-45ef-9eb4-84af75bdd04c","name":"Dnd Survey","category":"hardware_home_and_garden_store","address":"Komplek Sukamenak Indah Blok R No.11 Kab,Bandung Blok R No.11","sources":["meta","overture"],"providers":2,"confidence":0.986,"website":true,"phone":true,"michelin":false,"score":2.319,"percentile":95,"photo":null,"transit":null},{"rank":5,"place_id":"gers:f552dfe5-6edf-4290-b5c2-c0d70a276c15","name":"Vermont Hardware","category":"hardware_home_and_garden_store","address":"Jalan Baros 22","sources":["meta","overture"],"providers":2,"confidence":0.982,"website":true,"phone":true,"michelin":false,"score":2.295,"percentile":93.33,"photo":null,"transit":null},{"rank":6,"place_id":"gers:98ca1ad4-d058-4385-904d-d2da12baf1a6","name":"Subur Mart","category":"hardware_home_and_garden_store","address":"Jl. Moch. Toha No.187","sources":["meta","overture"],"providers":2,"confidence":0.982,"website":true,"phone":true,"michelin":false,"score":2.294,"percentile":91.67,"photo":null,"transit":null},{"rank":7,"place_id":"gers:e3a2f37a-32bb-491b-af27-8373e17fda11","name":"AL-Barkat Carpets","category":"hardware_home_and_garden_store","address":"Jl. Sudirman No.155","sources":["meta","overture"],"providers":2,"confidence":0.98,"website":true,"phone":true,"michelin":false,"score":2.273,"percentile":90,"photo":null,"transit":{"qid":"Q2571158","name":"Bandung railway station","mode":"rail","distanceM":784}},{"rank":8,"place_id":"gers:c1dcd1a0-7cdd-4a17-9cea-c3a8f099705d","name":"American Giant Mattress Bandung","category":"hardware_home_and_garden_store","address":"Jl. Pasir Kaliki No.152","sources":["meta","overture"],"providers":2,"confidence":0.976,"website":true,"phone":true,"michelin":false,"score":2.243,"percentile":88.33,"photo":null,"transit":null},{"rank":9,"place_id":"gers:24aa45a4-dd77-47c1-8839-f8f5a4cd9814","name":"Toko Besi Sariwangi Jaya Material","category":"hardware_home_and_garden_store","address":"Jl. Mekarwangi No.109","sources":["meta","overture"],"providers":2,"confidence":0.973,"website":true,"phone":true,"michelin":false,"score":2.228,"percentile":86.67,"photo":null,"transit":null},{"rank":10,"place_id":"gers:8da49f96-7a24-42db-8329-29d0e6239164","name":"Plafon PVC Bandung | Klasindo Plafon PVC","category":"hardware_home_and_garden_store","address":"Jl. Terusan Kopo No.350B","sources":["meta","overture"],"providers":2,"confidence":0.973,"website":true,"phone":true,"michelin":false,"score":2.223,"percentile":85,"photo":null,"transit":null}]}