{"city":{"slug":"kuala-lumpur-my","name":"Kuala Lumpur","country":"MY","country_name":"Malaysia"},"category":{"key":"vehicle_parts_store","label":"Vehicle Parts Store","phrase":"vehicle parts shops","family":"shopping"},"candidates":144,"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:b95d3edc-657c-41ee-8fc5-ace81cc9c9aa","name":"Kemuncak Parts and Accessories","category":"vehicle_parts_store","address":"145, Jalan Segambut","sources":["meta","overture"],"providers":2,"confidence":0.993,"website":true,"phone":true,"michelin":false,"score":2.431,"percentile":100,"photo":null,"transit":null},{"rank":2,"place_id":"gers:4695c743-8247-4cc4-bc04-33488e56f193","name":"Hingan Auto Parts Sdn. Bhd.","category":"vehicle_parts_store","address":"30, Jln Sungai Besi","sources":["meta","overture"],"providers":2,"confidence":0.993,"website":true,"phone":true,"michelin":false,"score":2.429,"percentile":99.3,"photo":null,"transit":{"qid":"Q6150815","name":"Pudu LRT station","mode":"rail","distanceM":368}},{"rank":3,"place_id":"gers:f7028248-3422-41b8-ae1e-0a8ca6940399","name":"EH Auto Link","category":"vehicle_parts_store","address":"12, Jalan 2/32A Batu 6 1/2, Off, Jln Kepong","sources":["meta","overture"],"providers":2,"confidence":0.992,"website":true,"phone":true,"michelin":false,"score":2.42,"percentile":98.6,"photo":null,"transit":{"qid":"Q24884377","name":"Jinjang station","mode":"metro","distanceM":376}},{"rank":4,"place_id":"gers:2db9f2ac-fe9d-4917-9f9b-97aaad96ae2a","name":"auto lab sdn bhd","category":"vehicle_parts_store","address":"17, Jalan 7/95B, Cheras Utama Kuala Lumpur","sources":["meta","overture"],"providers":2,"confidence":0.99,"website":true,"phone":true,"michelin":false,"score":2.406,"percentile":97.9,"photo":null,"transit":null},{"rank":5,"place_id":"gers:aeaf8d3a-fa1a-4f36-87c7-94a6f31ffb44","name":"Tom Auto Success Sdn Bhd","category":"vehicle_parts_store","address":"30, Block A, Plaza Sinar, Jalan 8/38D Taman Sri Sinar","sources":["meta","overture"],"providers":2,"confidence":0.99,"website":true,"phone":true,"michelin":false,"score":2.403,"percentile":97.2,"photo":null,"transit":{"qid":"Q125447678","name":"Segambut Utara Komuter station","mode":"rail","distanceM":328}},{"rank":6,"place_id":"gers:dc537a15-73dd-4b11-94c8-b703c87e79a5","name":"Maxco Auto Parts","category":"vehicle_parts_store","address":"Jalan Arfah 2","sources":["meta","overture"],"providers":2,"confidence":0.988,"website":true,"phone":true,"michelin":false,"score":2.389,"percentile":96.5,"photo":null,"transit":null},{"rank":7,"place_id":"gers:4248c996-13da-4452-9334-8d669329d2d7","name":"KC1 Garage","category":"vehicle_parts_store","address":"3, Jalan Metro Perdana Barat 12","sources":["meta","overture"],"providers":2,"confidence":0.987,"website":true,"phone":true,"michelin":false,"score":2.38,"percentile":95.8,"photo":null,"transit":{"qid":"Q24884356","name":"Metro Prima station","mode":"metro","distanceM":556}},{"rank":8,"place_id":"gers:90f02231-bbcf-4e4d-b3df-768b32e98319","name":"C.K.L. Pandan Indah Sdn Bhd","category":"vehicle_parts_store","address":"2G & M, Jalan Pandan Indah 1/23C, Pandan Indah","sources":["meta","overture"],"providers":2,"confidence":0.984,"website":true,"phone":true,"michelin":false,"score":2.36,"percentile":95.1,"photo":null,"transit":{"qid":"Q12709672","name":"Cempaka LRT station","mode":"rail","distanceM":693}},{"rank":9,"place_id":"gers:90bbc741-8229-4b86-a629-af5ec5d70813","name":"EA Autoworks","category":"vehicle_parts_store","address":"11-17-G, Jalan Jalil Perkasa 15","sources":["meta","overture"],"providers":2,"confidence":0.984,"website":true,"phone":true,"michelin":false,"score":2.358,"percentile":94.41,"photo":null,"transit":{"qid":"Q21005945","name":"Awan Besar LRT station","mode":"rail","distanceM":684}},{"rank":10,"place_id":"gers:6c21bf64-6d88-49da-a6d0-48052964d854","name":"We Auto Wheels and Tyres","category":"vehicle_parts_store","address":"1, Jalan Bunga Tanjung 8","sources":["meta","overture"],"providers":2,"confidence":0.983,"website":true,"phone":true,"michelin":false,"score":2.349,"percentile":93.71,"photo":null,"transit":null}]}