{"city":{"slug":"kanpur-in","name":"Kanpur","country":"IN","country_name":"India"},"category":{"key":"automotive_service","label":"Automotive Service","phrase":"car repair and service shops","family":"travel_and_transportation"},"candidates":36,"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:24108ede-e6c2-45ee-bc7f-cc204a3afa4b","name":"Tata Motors Cars Service Centre - Society Motors, GT Road","category":"automotive_service","address":"No 87/8, Gunjan Cinema Complex, GT Road","sources":["microsoft","overture"],"providers":2,"confidence":0.994,"website":true,"phone":true,"michelin":false,"score":2.255,"percentile":100,"photo":null,"transit":{"qid":"Q13640954","name":"Kanpur Anwarganj railway station","mode":"rail","distanceM":488}},{"rank":2,"place_id":"gers:bfb93c6b-3c40-4d9f-b18e-06db8349628b","name":"Swami Automobiles - Hero MotoCorp","category":"automotive_service","address":"Shop No 124/245, C Block, Govind Nagar","sources":["microsoft","overture"],"providers":2,"confidence":0.993,"website":true,"phone":true,"michelin":false,"score":2.248,"percentile":97.14,"photo":null,"transit":{"qid":"Q5589935","name":"Govindpuri Railway Station","mode":"rail","distanceM":494}},{"rank":3,"place_id":"gers:8f16f1e0-2cbd-4ca2-a9f4-239ff0d86775","name":"Apollo Tyres - Superking Tyre Agency","category":"automotive_service","address":"Shop No 13, No 107/3, GT Road, Zarib Chowki","sources":["microsoft","overture"],"providers":2,"confidence":0.991,"website":true,"phone":true,"michelin":false,"score":2.233,"percentile":94.29,"photo":null,"transit":null},{"rank":4,"place_id":"gers:d0721df7-987c-40e9-b4cd-81f889860076","name":"Billu Truck Body Maker","category":"automotive_service","address":"Plot no 22","sources":["meta","overture"],"providers":2,"confidence":0.988,"website":true,"phone":true,"michelin":false,"score":2.206,"percentile":91.43,"photo":null,"transit":null},{"rank":5,"place_id":"gers:af519e64-8563-452b-855e-8ab5778836ef","name":"JK Tyre Steel Wheels, Surpal Tyres","category":"automotive_service","address":"No 119/2, G T Road, Zareeb Chowki","sources":["microsoft","overture"],"providers":2,"confidence":0.988,"website":true,"phone":true,"michelin":false,"score":2.206,"percentile":88.57,"photo":null,"transit":null},{"rank":6,"place_id":"gers:a32c06d8-a8c0-45a2-b653-debb1fdb5fe2","name":"TVS - KTL Private Limited","category":"automotive_service","address":"No 14/145, Chunni Ganj","sources":["microsoft","overture"],"providers":2,"confidence":0.982,"website":true,"phone":true,"michelin":false,"score":2.163,"percentile":85.71,"photo":null,"transit":{"qid":"Q134652753","name":"Chunniganj metro station","mode":"metro","distanceM":106}},{"rank":7,"place_id":"gers:b2dabead-54c1-47b5-ba77-b460b74cda13","name":"Pushp Honda","category":"automotive_service","address":"No 246/247, GT Road, Chakeri","sources":["microsoft","overture"],"providers":2,"confidence":0.992,"website":true,"phone":true,"michelin":false,"score":2.093,"percentile":82.86,"photo":null,"transit":null},{"rank":8,"place_id":"gers:c9755c0b-f5ad-43fb-bf77-33424ee33577","name":"Sumpun Ford","category":"automotive_service","address":"No 122/236, A1, A2, A3, Kalpi Rd, Fazalgunj","sources":["microsoft","overture"],"providers":2,"confidence":0.984,"website":true,"phone":true,"michelin":false,"score":2.093,"percentile":80,"photo":null,"transit":{"qid":"Q110300588","name":"Moti Jheel metro station","mode":"metro","distanceM":621}},{"rank":9,"place_id":"gers:bd5d2e3d-dd44-4281-8529-b059e698530a","name":"Tata Motors Society Motors Service Centre","category":"automotive_service","address":"Side No.1A-14, 15 Panki Industrial Estate","sources":["meta","overture"],"providers":2,"confidence":0.966,"website":true,"phone":true,"michelin":false,"score":2.034,"percentile":77.14,"photo":null,"transit":null},{"rank":10,"place_id":"gers:c4806ad6-c3aa-4d29-a509-853fd3e9cbdc","name":"Kia Car Showroom - Shree Asr Motocorp Private Limited Kanpur","category":"automotive_service","address":"No 122/236/E, Kalpi Road","sources":["microsoft","overture"],"providers":2,"confidence":0.966,"website":true,"phone":true,"michelin":false,"score":2.032,"percentile":74.29,"photo":null,"transit":null}]}