{"city":{"slug":"lusaka-zm","name":"Lusaka","country":"ZM","country_name":"Zambia"},"category":{"key":"personal_or_beauty_service","label":"Personal or Beauty Service","phrase":"beauty and personal care services","family":"lifestyle_services"},"candidates":15,"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":"overture","name":"Overture Maps Foundation","licence":"CDLA-Permissive-2.0"},{"id":"pinmeto","name":"PinMeTo","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:e411761c-fe25-4a3e-b93a-4c1374b13651","name":"Salon E-Class","category":"personal_or_beauty_service","address":"Chindo Rd","sources":["meta","overture"],"providers":2,"confidence":0.968,"website":true,"phone":true,"michelin":false,"score":2.418,"percentile":100,"photo":null,"transit":null},{"rank":2,"place_id":"gers:ef8e9426-cabd-49e3-9de8-482968e77095","name":"Busybee.salon","category":"personal_or_beauty_service","address":"Roma Park oppsite The Retreat Restaurant","sources":["meta","overture"],"providers":2,"confidence":0.959,"website":true,"phone":true,"michelin":false,"score":2.351,"percentile":92.86,"photo":null,"transit":null},{"rank":3,"place_id":"gers:077c898f-e20a-4fca-ba37-5012fcd217d8","name":"Nail Addikt","category":"personal_or_beauty_service","address":"Kabulonga Shopping Center (use the entrance next to Puma Filling Station)\\n & \\nEast Park Mall","sources":["meta","overture"],"providers":2,"confidence":0.938,"website":true,"phone":true,"michelin":false,"score":2.176,"percentile":85.71,"photo":null,"transit":null},{"rank":4,"place_id":"gers:28fd1bce-ee8f-4834-8c03-7f23d185f452","name":"Waves Radio App","category":"personal_or_beauty_service","address":"2nd Floor Lottie House Cairo Road","sources":["meta","overture"],"providers":2,"confidence":0.936,"website":true,"phone":true,"michelin":false,"score":2.159,"percentile":78.57,"photo":null,"transit":null},{"rank":5,"place_id":"gers:e2ab742e-b1bd-4ebf-a96d-ac2823c92ed4","name":"Enrich Grooming Lounge 4 Men","category":"personal_or_beauty_service","address":"Within Enrich By Naseema, 22 Nangwenya Rd","sources":["meta","overture"],"providers":2,"confidence":0.904,"website":true,"phone":true,"michelin":false,"score":1.903,"percentile":71.43,"photo":null,"transit":null},{"rank":6,"place_id":"gers:0c736cc1-7ed8-4bfd-af0e-d749560df5a7","name":"Polish'd Nails Zm","category":"personal_or_beauty_service","address":"Northmead Heritage Mall F8 upstairs","sources":["meta","overture"],"providers":2,"confidence":0.959,"website":false,"phone":true,"michelin":false,"score":1.839,"percentile":64.29,"photo":null,"transit":null},{"rank":7,"place_id":"gers:2fd6b906-7d06-4e20-a017-0c96387b38cd","name":"The TURN UP Barbershop","category":"personal_or_beauty_service","address":"South gate mall shop #87","sources":["meta","overture"],"providers":2,"confidence":0.953,"website":false,"phone":true,"michelin":false,"score":1.788,"percentile":57.14,"photo":null,"transit":{"qid":"Q131604774","name":"Lusaka Central Train Station","mode":"rail","distanceM":622}},{"rank":8,"place_id":"gers:3ad885eb-a5be-42b1-bf70-77cb410f9c0e","name":"Legends Barbershop","category":"personal_or_beauty_service","address":"Cnr of Great East& Thabo Mbeki Rds","sources":["overture","pinmeto"],"providers":2,"confidence":1,"website":true,"phone":true,"michelin":false,"score":1.701,"percentile":50,"photo":null,"transit":null},{"rank":9,"place_id":"gers:dc7d4405-b289-495e-9b95-399a7271b67f","name":"Shevans.zm","category":"personal_or_beauty_service","address":"Shop 37B Novare Mall Great North road, 16 Novare mall Pinnacle Mall, Chindo and Mutundwa Road, Woodlands","sources":["meta","overture"],"providers":2,"confidence":0.942,"website":false,"phone":true,"michelin":false,"score":1.697,"percentile":42.86,"photo":null,"transit":null},{"rank":10,"place_id":"gers:f7fd1d61-43b4-4c77-a541-a3715d49064f","name":"Hair Palace South-Gate Mall","category":"personal_or_beauty_service","address":"Shop #47  South Gate Shopping  Mall, Along Freedom Way. Lusaka, Zambia. ","sources":["meta","overture"],"providers":2,"confidence":0.936,"website":false,"phone":true,"michelin":false,"score":1.656,"percentile":35.71,"photo":null,"transit":null}]}