{"city":{"slug":"fort-worth-us","name":"Fort Worth","country":"US","country_name":"United States"},"category":{"key":"musical_instrument_and_pro_audio_store","label":"Musical Instrument and Pro Audio Store","phrase":"musical instrument and audio equipment shops","family":"shopping"},"candidates":28,"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:2c4b5087-14c9-4d2c-9d15-df8f8a289827","name":"The Bandwagon Music Store & Repair","category":"musical_instrument_and_pro_audio_store","address":"100 E Felix St S","sources":["meta","overture"],"providers":2,"confidence":0.99,"website":true,"phone":true,"michelin":false,"score":2.433,"percentile":100,"photo":null,"transit":null},{"rank":2,"place_id":"gers:b5766a9f-67b8-4932-b50e-5845ee11c0bf","name":"McBrayer's Award Piano","category":"musical_instrument_and_pro_audio_store","address":"5735 E Lancaster Ave","sources":["meta","overture"],"providers":2,"confidence":0.979,"website":true,"phone":true,"michelin":false,"score":2.349,"percentile":96.3,"photo":null,"transit":null},{"rank":3,"place_id":"gers:f8732114-c485-4aa5-b885-18659448d120","name":"Swords Music Co.","category":"musical_instrument_and_pro_audio_store","address":"4300 E Lancaster Ave","sources":["meta","overture"],"providers":2,"confidence":0.92,"website":true,"phone":true,"michelin":false,"score":1.914,"percentile":92.59,"photo":null,"transit":null},{"rank":4,"place_id":"gers:ba639362-364f-4315-9170-c31e4c2241fd","name":"Rhythm Band Instruments","category":"musical_instrument_and_pro_audio_store","address":"923 Cook Ln","sources":["meta","overture"],"providers":2,"confidence":0.92,"website":true,"phone":true,"michelin":false,"score":1.914,"percentile":88.89,"photo":null,"transit":null},{"rank":5,"place_id":"gers:9c8c6804-6de1-4c46-aa34-2090029b9775","name":"Bravo Music LLC","category":"musical_instrument_and_pro_audio_store","address":"124 W Southern Ave Ste 300","sources":["microsoft","overture"],"providers":2,"confidence":0.92,"website":true,"phone":true,"michelin":false,"score":1.914,"percentile":85.19,"photo":null,"transit":null},{"rank":6,"place_id":"gers:a5eab987-4163-4434-a6c7-aff8cc7eea47","name":"Guitarasaur Guitars & Ukuleles","category":"musical_instrument_and_pro_audio_store","address":"5605 Denton Hwy","sources":["meta","overture"],"providers":2,"confidence":0.92,"website":true,"phone":true,"michelin":false,"score":1.914,"percentile":81.48,"photo":null,"transit":null},{"rank":7,"place_id":"gers:7b5383c8-b1b0-4b8d-b8db-888484e318d0","name":"Young Musicians","category":"musical_instrument_and_pro_audio_store","address":"5901 Park Vista Cir","sources":["meta","overture"],"providers":2,"confidence":0.92,"website":true,"phone":true,"michelin":false,"score":1.914,"percentile":77.78,"photo":null,"transit":null},{"rank":8,"place_id":"gers:861b85ea-3884-474a-b77f-d19c6fcc998d","name":"Bell's Music Shop","category":"musical_instrument_and_pro_audio_store","address":"536 Keller Pkwy","sources":["meta","overture"],"providers":2,"confidence":0.92,"website":true,"phone":true,"michelin":false,"score":1.914,"percentile":74.07,"photo":null,"transit":null},{"rank":9,"place_id":"gers:13c832b1-490b-41e5-be70-506e651cd7af","name":"Eclipse of Austin Guitar Lesson Studio","category":"musical_instrument_and_pro_audio_store","address":"3324 Ryan Ave","sources":["microsoft","overture"],"providers":2,"confidence":0.92,"website":true,"phone":true,"michelin":false,"score":1.914,"percentile":70.37,"photo":null,"transit":null},{"rank":10,"place_id":"gers:36db2ec4-b54d-4251-8c34-da4f6fad0d02","name":"Jewel Tone Studio","category":"musical_instrument_and_pro_audio_store","address":"12308 Langley Hill Dr","sources":["microsoft","overture"],"providers":2,"confidence":0.92,"website":true,"phone":true,"michelin":false,"score":1.914,"percentile":66.67,"photo":null,"transit":null}]}