{"city":{"slug":"karachi-pk","name":"Karachi","country":"PK","country_name":"Pakistan"},"category":{"key":"travel_service","label":"Travel Service","phrase":"travel services","family":"travel_and_transportation"},"candidates":51,"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:41446db7-e541-4d82-9746-b80648db1dca","name":"Roshan Travel and Tours","category":"travel_service","address":"Shop 1, Shafi Paradise","sources":["meta","overture"],"providers":2,"confidence":0.989,"website":true,"phone":true,"michelin":false,"score":2.521,"percentile":100,"photo":null,"transit":null},{"rank":2,"place_id":"gers:1ae247be-c634-4253-924f-e1771b2d4a6e","name":"Rehan Rent a Car","category":"travel_service","address":"Sir Shah Muhammad Suleman Road","sources":["microsoft","overture"],"providers":2,"confidence":0.98,"website":true,"phone":true,"michelin":false,"score":2.467,"percentile":98,"photo":null,"transit":{"qid":"Q6540202","name":"Liaquatabad railway station","mode":"rail","distanceM":702}},{"rank":3,"place_id":"gers:d00d8857-d99a-421a-adc6-7a65b222b614","name":"Home Away Travel and Tours","category":"travel_service","address":"Office # 19, First Floor, Lavish Mall","sources":["meta","overture"],"providers":2,"confidence":0.97,"website":true,"phone":true,"michelin":false,"score":2.355,"percentile":96,"photo":null,"transit":null},{"rank":4,"place_id":"gers:ebb4b0a0-a688-4209-9098-c10484824d68","name":"Super Travels","category":"travel_service","address":"08, Lotia Building, Club Rd","sources":["meta","overture"],"providers":2,"confidence":0.957,"website":true,"phone":true,"michelin":false,"score":2.215,"percentile":94,"photo":null,"transit":null},{"rank":5,"place_id":"gers:7052e0ed-5d7c-440d-a9b1-1f8fa99abeb0","name":"Jas Travel Group","category":"travel_service","address":"Beaumont Plaza, Beaumont Rd","sources":["meta","overture"],"providers":2,"confidence":0.95,"website":true,"phone":true,"michelin":false,"score":2.143,"percentile":92,"photo":null,"transit":{"qid":"Q64496991","name":"D.C.O.S. Halt railway station","mode":"rail","distanceM":84}},{"rank":6,"place_id":"gers:5fb62598-5360-496d-b4de-cefa0e922ed3","name":"Manjis Travel & Tours","category":"travel_service","address":"Shop# 16, F.B Area, Block-14, Main Shahra-e-Pakistan","sources":["meta","overture"],"providers":2,"confidence":0.948,"website":true,"phone":true,"michelin":false,"score":2.127,"percentile":90,"photo":null,"transit":{"qid":"Q6540202","name":"Liaquatabad railway station","mode":"rail","distanceM":569}},{"rank":7,"place_id":"gers:715f48fe-778e-4d5f-b2c0-dab8741e037c","name":"Burj-ul-Ameen","category":"travel_service","address":"Bab-e-Ghazi Anarkali Shop # B-17 Nagan Chowrangi,North Karachi","sources":["meta","overture"],"providers":2,"confidence":0.948,"website":true,"phone":true,"michelin":false,"score":2.12,"percentile":88,"photo":null,"transit":null},{"rank":8,"place_id":"gers:53581538-a719-493d-ae5c-abf092c259d1","name":"Journey Maker International","category":"travel_service","address":"Shop A2 13, Plot ST 4C, Block 14, Dastagir Jet Pur Square Federal B Area, Naseerabad Gulberg Town","sources":["microsoft","overture"],"providers":2,"confidence":0.945,"website":true,"phone":true,"michelin":false,"score":2.09,"percentile":86,"photo":null,"transit":null},{"rank":9,"place_id":"gers:7b7819ff-f985-49e4-a2a3-3761c193d5b5","name":"Peregrine Travel Pvt Ltd","category":"travel_service","address":"Office # 19-20 Plot # BS-17 Mezzanine Floor Vision Plaza Sharifabad Karachi","sources":["meta","overture"],"providers":2,"confidence":0.941,"website":true,"phone":true,"michelin":false,"score":2.05,"percentile":84,"photo":null,"transit":{"qid":"Q6540202","name":"Liaquatabad railway station","mode":"rail","distanceM":602}},{"rank":10,"place_id":"gers:ef26611c-d03e-4bf8-b198-1d5ff8dd44b8","name":"Macnkro Travel","category":"travel_service","address":"Office # 03, Anarkali, Block 07, FB Area, Near Aisha Manzil","sources":["microsoft","overture"],"providers":2,"confidence":0.938,"website":true,"phone":true,"michelin":false,"score":2.017,"percentile":82,"photo":null,"transit":null}]}