{"city":{"slug":"hyderabad-in","name":"Hyderabad","country":"IN","country_name":"India"},"category":{"key":"shopping","label":"Shopping","phrase":"shopping","family":"shopping"},"candidates":131,"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:db3008cd-d715-4a98-9318-ed87b9f15988","name":"Godrej Interio - Furniture Store in Vikrampuri","category":"shopping","address":"Shop No 54, Gayatri West End, Karkhana Main Road, Vikrampuri","sources":["microsoft","overture"],"providers":2,"confidence":0.994,"website":true,"phone":true,"michelin":false,"score":2.546,"percentile":100,"photo":null,"transit":null},{"rank":2,"place_id":"gers:f9994b56-6d10-4882-8667-fc6e1fddc87a","name":"BoConcept Hyderabad","category":"shopping","address":"Shop no. G2, Roxana Fortune, Road Number 12","sources":["microsoft","overture"],"providers":2,"confidence":0.989,"website":true,"phone":true,"michelin":false,"score":2.5,"percentile":99.23,"photo":null,"transit":null},{"rank":3,"place_id":"gers:c497fccc-98d4-408d-a2ee-0f88a5411654","name":"Kathiawar Stores Secunderabad","category":"shopping","address":"Gandhi Statue Square, Mahatma Gandhi Rd, Kalasiguda","sources":["microsoft","overture"],"providers":2,"confidence":0.977,"website":true,"phone":true,"michelin":false,"score":2.386,"percentile":98.46,"photo":null,"transit":{"qid":"Q84567224","name":"Paradise metro station","mode":"metro","distanceM":651}},{"rank":4,"place_id":"gers:c5e2a0ca-2706-49c4-b976-a0fbedfaa0fa","name":"Wooden Street - Furniture Shop/Store in Banjara Hills","category":"shopping","address":"1st Floor, Shop, 8-2-701, Road No. 12, Beside Century Super Speciality Hospital","sources":["microsoft","overture"],"providers":2,"confidence":0.975,"website":true,"phone":true,"michelin":false,"score":2.363,"percentile":97.69,"photo":null,"transit":null},{"rank":5,"place_id":"gers:17d86fab-26aa-448d-a2e6-1bea1b9e0c06","name":"The Chennai Shopping Mall","category":"shopping","address":"Shanthi","sources":["meta","overture"],"providers":2,"confidence":0.974,"website":true,"phone":true,"michelin":false,"score":2.353,"percentile":96.92,"photo":null,"transit":{"qid":"Q56701862","name":"Ameerpet metro station","mode":"metro","distanceM":341}},{"rank":6,"place_id":"gers:01c9260b-1d21-4ffd-bc79-2624aedd5343","name":"CloudTailor Himayatnagar","category":"shopping","address":"House No 3/6/477/2 To 5 & 5/1, Himayat Nagar Main Road","sources":["microsoft","overture"],"providers":2,"confidence":0.966,"website":true,"phone":true,"michelin":false,"score":2.277,"percentile":96.15,"photo":null,"transit":null},{"rank":7,"place_id":"gers:bb2b86cc-b2dc-48e6-944b-3e8b4e6c894f","name":"Krishna Sai Motors - Hero MotoCorp","category":"shopping","address":"No 1/32/2, Sai Nagar, Malkajgiri","sources":["microsoft","overture"],"providers":2,"confidence":0.966,"website":true,"phone":true,"michelin":false,"score":2.277,"percentile":95.38,"photo":null,"transit":{"qid":"Q85773083","name":"KPHB Colony metro station","mode":"metro","distanceM":150}},{"rank":8,"place_id":"gers:11da89fb-bd29-4630-8ee0-f87688b33b2b","name":"Royaloak Furniture Nacharam","category":"shopping","address":"MBD Complex, Nacharam Mallapur Rd, HMT Nagar, Nacharam","sources":["microsoft","overture"],"providers":2,"confidence":0.966,"website":true,"phone":true,"michelin":false,"score":2.277,"percentile":94.62,"photo":null,"transit":null},{"rank":9,"place_id":"gers:c89c11b9-7292-41e9-959c-fdb88543d432","name":"Royaloak Furniture Neredmet","category":"shopping","address":"No 37, 128 & 4, Neredmet Cross Road, Sri Colony, Ramakrishnapuram, Neredmet","sources":["microsoft","overture"],"providers":2,"confidence":0.966,"website":true,"phone":true,"michelin":false,"score":2.277,"percentile":93.85,"photo":null,"transit":null},{"rank":10,"place_id":"gers:178b5fba-3828-48a1-a37d-9e71dbb561ff","name":"Royaloak Furniture Banjara Hills","category":"shopping","address":"House No 8/2/682/1, No 4/B, Road No 12, Banjara Hills","sources":["microsoft","overture"],"providers":2,"confidence":0.966,"website":true,"phone":true,"michelin":false,"score":2.277,"percentile":93.08,"photo":null,"transit":null}]}