{"city":{"slug":"fort-worth-us","name":"Fort Worth","country":"US","country_name":"United States"},"category":{"key":"personal_care_and_beauty_store","label":"Personal Care and Beauty Store","phrase":"personal care and beauty shops","family":"shopping"},"candidates":78,"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":"foursquare","name":"Foursquare Open Source Places","licence":"Apache-2.0"},{"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.","generated":"2026-10-21","places":[{"rank":1,"place_id":"gers:7786d010-f2b0-40d5-9c40-d6d9d2e334a3","name":"Kess Salon","category":"personal_care_and_beauty_store","address":"841 N Tarrant Pkwy Ste 106","sources":["foursquare","overture"],"providers":2,"confidence":0.99,"website":true,"phone":true,"michelin":false,"score":2.375,"percentile":100},{"rank":2,"place_id":"gers:a43f7e48-eed2-42e1-b23f-3905ce0cd5b6","name":"Asante Beauty Supply","category":"personal_care_and_beauty_store","address":"6600 Denton Hwy #110","sources":["meta","overture"],"providers":2,"confidence":0.99,"website":true,"phone":true,"michelin":false,"score":2.375,"percentile":98.7},{"rank":3,"place_id":"gers:ceb03358-c61e-44a6-9058-75be2bca2bfa","name":"El Beauty Supply and Wigs","category":"personal_care_and_beauty_store","address":"7233 Boulevard 26","sources":["microsoft","overture"],"providers":2,"confidence":0.99,"website":true,"phone":true,"michelin":false,"score":2.375,"percentile":97.4},{"rank":4,"place_id":"gers:5d1acb13-22a2-41cb-a0b9-053dcdb00b5f","name":"Samantha Kay's Beauty Supply","category":"personal_care_and_beauty_store","address":"7410 N Beach St","sources":["meta","overture"],"providers":2,"confidence":0.99,"website":true,"phone":true,"michelin":false,"score":2.375,"percentile":96.1},{"rank":5,"place_id":"gers:51c6ab0d-910e-43a9-8959-b0db460f66be","name":"Sasha Beauty Supply","category":"personal_care_and_beauty_store","address":"5220 Rufe Snow Dr","sources":["meta","overture"],"providers":2,"confidence":0.99,"website":true,"phone":true,"michelin":false,"score":2.336,"percentile":94.81},{"rank":6,"place_id":"gers:c11d8b38-bad2-4252-a6dd-2c93930c1b87","name":"USA Beauty Supply","category":"personal_care_and_beauty_store","address":"5159 Wichita St","sources":["meta","overture"],"providers":2,"confidence":0.99,"website":true,"phone":true,"michelin":false,"score":2.286,"percentile":93.51},{"rank":7,"place_id":"gers:3b9a4a44-f4b4-4afa-a8af-45fed8fe0b7b","name":"Oils 4 Us","category":"personal_care_and_beauty_store","address":"3823 E Loop 820 S","sources":["meta","overture"],"providers":2,"confidence":0.972,"website":true,"phone":true,"michelin":false,"score":2.272,"percentile":92.21},{"rank":8,"place_id":"gers:193c330f-e0a6-43a4-a9e3-8c7c331983fa","name":"Supreme Hair & Beauty","category":"personal_care_and_beauty_store","address":"3540 Altamesa Blvd","sources":["meta","overture"],"providers":2,"confidence":0.99,"website":true,"phone":true,"michelin":false,"score":2.268,"percentile":90.91},{"rank":9,"place_id":"gers:69aa2ac1-d588-4c58-ad50-f68375d40f10","name":"Jenny Beauty Supply","category":"personal_care_and_beauty_store","address":"6322 Meadowbrook Dr","sources":["meta","overture"],"providers":2,"confidence":0.99,"website":true,"phone":true,"michelin":false,"score":2.253,"percentile":89.61},{"rank":10,"place_id":"gers:dc934158-9ad2-4fe4-a278-4ffaef43ad37","name":"Jenny Beauty Supply","category":"personal_care_and_beauty_store","address":"3328 Mansfield Hwy","sources":["meta","overture"],"providers":2,"confidence":0.99,"website":true,"phone":true,"michelin":false,"score":2.253,"percentile":88.31}]}