{"city":{"slug":"visakhapatnam-in","name":"Visakhapatnam","country":"IN","country_name":"India"},"category":{"key":"hotel","label":"Hotel","phrase":"hotels","family":"lodging"},"candidates":10,"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":"alltheplaces","name":"AllThePlaces","licence":"CC0-1.0"},{"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:48e9e3b3-498b-45ad-a87a-6d6c346af681","name":"Quality Inn Ramachandra","category":"hotel","address":"Kurmanapalem","sources":["meta","overture"],"providers":2,"confidence":0.999,"website":true,"phone":true,"michelin":false,"score":2.391,"percentile":100,"photo":null,"transit":null},{"rank":2,"place_id":"gers:a3b62be0-55a2-4deb-8892-3c0005ceeed8","name":"Best Western Ramachandra Hotel","category":"hotel","address":"8-8-36, GNT Rd","sources":["meta","overture"],"providers":2,"confidence":0.996,"website":true,"phone":true,"michelin":false,"score":2.368,"percentile":88.89,"photo":null,"transit":null},{"rank":3,"place_id":"gers:5fa662f5-d6d8-4e8c-a86b-ae99c284be85","name":"Cygnett Inn Ramachandra","category":"hotel","address":"31-2-4/5, NH16, opp. All India Radio Station","sources":["meta","overture"],"providers":2,"confidence":0.984,"website":true,"phone":true,"michelin":false,"score":2.272,"percentile":77.78,"photo":null,"transit":null},{"rank":4,"place_id":"gers:f311e691-80f6-41c7-967c-70625c4ae3a7","name":"Hotel Green Apple","category":"hotel","address":"Plot No. 10-1, 14/1, 80 FEET Rd","sources":["meta","overture"],"providers":2,"confidence":0.987,"website":true,"phone":true,"michelin":false,"score":1.882,"percentile":66.67,"photo":null,"transit":null},{"rank":5,"place_id":"gers:e414d93d-7d74-407b-86ff-7ff8704dd163","name":"Ginger Visakhapatnam","category":"hotel","address":"No. 27-8-308/1/1, Sri Nagar Main Rd, near Pydithalli Temple","sources":["meta","overture"],"providers":2,"confidence":0.997,"website":false,"phone":true,"michelin":false,"score":1.878,"percentile":55.56,"photo":null,"transit":null},{"rank":6,"place_id":"gers:6dbd5cf5-685b-4d2f-a69b-1447792c6573","name":"Treebo Trend Seasons Comfort","category":"hotel","address":"No.10, 2 34/2, Main Rd","sources":["meta","overture"],"providers":2,"confidence":0.994,"website":false,"phone":true,"michelin":false,"score":1.854,"percentile":44.44,"photo":null,"transit":null},{"rank":7,"place_id":"gers:47246936-ae92-4a7b-953d-79640aa7b2de","name":"Hangout Hill Resort","category":"hotel","address":"Mulaboddavaram","sources":["meta","overture"],"providers":2,"confidence":0.928,"website":true,"phone":true,"michelin":false,"score":1.844,"percentile":33.33,"photo":null,"transit":null},{"rank":8,"place_id":"gers:bc803086-ad99-4bce-bc7b-f2b20df836e4","name":"Hotel O Gajuwaka Near kurmanpalem Formerly SBT","category":"hotel","address":"Near Steel Plant Main Gate, Kurmanpalem | 5 mins away from Gajuwaka Bus Stand | 10 mins away from Scindia Hill Viewpoint","sources":["alltheplaces","overture"],"providers":2,"confidence":0.954,"website":true,"phone":false,"michelin":false,"score":1.544,"percentile":22.22,"photo":null,"transit":null},{"rank":9,"place_id":"gers:a23421a0-7184-4e0e-adb3-da8ee443975d","name":"Palm Beach Hotel, Vizag","category":"hotel","address":null,"sources":["meta","overture"],"providers":2,"confidence":0.938,"website":true,"phone":true,"michelin":false,"score":1.422,"percentile":11.11,"photo":null,"transit":null},{"rank":10,"place_id":"gers:e9714192-3880-497c-b75d-75ff8bf0d74d","name":"4 Seasons","category":"hotel","address":"10/185/1 1st Floor, Main Rd","sources":["meta","overture"],"providers":2,"confidence":0.949,"website":false,"phone":true,"michelin":false,"score":0.545,"percentile":0,"photo":null,"transit":null}]}