{"city":{"slug":"batam-id","name":"Batam","country":"ID","country_name":"Indonesia"},"category":{"key":"fashion_and_apparel_store","label":"Fashion and Apparel Store","phrase":"fashion and apparel shops","family":"shopping"},"candidates":13,"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:75fc10ad-2fa8-4287-bd11-8d5351a59084","name":"ZUMA Nagoya Hill Superblock Batam","category":"fashion_and_apparel_store","address":"Jl. Imam Bonjol-Nagoya No.2 Lt. GR03","sources":["meta","overture"],"providers":2,"confidence":0.968,"website":true,"phone":true,"michelin":false,"score":2.252,"percentile":100,"photo":null,"transit":null},{"rank":2,"place_id":"gers:340efe54-8e6f-4f90-a164-35e2cc911cc4","name":"Optik Holik","category":"fashion_and_apparel_store","address":"Ruko central Aladin, blok b No.5","sources":["meta","overture"],"providers":2,"confidence":0.944,"website":true,"phone":true,"michelin":false,"score":2.089,"percentile":91.67,"photo":null,"transit":null},{"rank":3,"place_id":"gers:8453677e-b0e4-4937-b912-2e880a0b160c","name":"Dinda Silver Batam","category":"fashion_and_apparel_store","address":"KOMP.SAGULUNG MAS INDAH, Ruko Blok A No 1 , Depan ATM BNI , Pasar Perumnas, RT.07/RW.01","sources":["meta","overture"],"providers":2,"confidence":0.944,"website":true,"phone":true,"michelin":false,"score":2.086,"percentile":83.33,"photo":null,"transit":null},{"rank":4,"place_id":"gers:9508b50c-ab19-4b49-8911-921891d4636b","name":"WANI \"Warung Rabbani\"","category":"fashion_and_apparel_store","address":"Ruko Pasar Genta 1 Blok D no 5 Batu Aji","sources":["meta","overture"],"providers":2,"confidence":0.943,"website":true,"phone":true,"michelin":false,"score":2.082,"percentile":75,"photo":null,"transit":null},{"rank":5,"place_id":"gers:fea5f581-deec-4092-b197-a323668f8772","name":"Babyshop Azka Kids Bengkong","category":"fashion_and_apparel_store","address":"Cahaya Garden 20","sources":["meta","overture"],"providers":2,"confidence":0.933,"website":true,"phone":true,"michelin":false,"score":2.013,"percentile":66.67,"photo":null,"transit":null},{"rank":6,"place_id":"gers:688d5154-d6ba-43b7-9fdc-281706e9eb10","name":"Uniqlo","category":"fashion_and_apparel_store","address":"Grand Batam Shopping Centre #GF-01/02 #01-A1, Jl. Pembangunan","sources":["meta","overture"],"providers":2,"confidence":0.993,"website":true,"phone":true,"michelin":false,"score":1.854,"percentile":58.33,"photo":null,"transit":null},{"rank":7,"place_id":"gers:25c7598f-162d-4bae-a945-1815305f1717","name":"Diora indonesia","category":"fashion_and_apparel_store","address":"Ohsome Grand Batam Mall, Jalan Pembangunan 32","sources":["meta","overture"],"providers":2,"confidence":0.904,"website":true,"phone":true,"michelin":false,"score":1.822,"percentile":50,"photo":null,"transit":null},{"rank":8,"place_id":"gers:151768f0-e9b4-4133-825e-7ba351ae33c9","name":"Optik Seis","category":"fashion_and_apparel_store","address":"Jl. Teuku Umar No.1 GROUND FLOOR BLOK GR-05","sources":["meta","overture"],"providers":2,"confidence":0.962,"website":true,"phone":true,"michelin":false,"score":1.805,"percentile":41.67,"photo":null,"transit":null},{"rank":9,"place_id":"gers:134ed00e-5026-4c09-85e7-47914c0ecbd8","name":"Griya ummu Aisyah Batam","category":"fashion_and_apparel_store","address":"kavling, Blk. E Gg. Berlian No.30","sources":["meta","overture"],"providers":2,"confidence":0.976,"website":false,"phone":true,"michelin":false,"score":1.711,"percentile":33.33,"photo":null,"transit":null},{"rank":10,"place_id":"gers:72b40d87-6c3b-40d3-a76e-0c892e2305fc","name":"Grand Paris Batam","category":"fashion_and_apparel_store","address":"Mitra Raya Batam Center 3","sources":["meta","overture"],"providers":2,"confidence":0.945,"website":false,"phone":true,"michelin":false,"score":1.505,"percentile":25,"photo":null,"transit":null}]}