{"city":{"slug":"lusaka-zm","name":"Lusaka","country":"ZM","country_name":"Zambia"},"category":{"key":"lodging","label":"Lodging","phrase":"lodging","family":"lodging"},"candidates":29,"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"}],"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:d755f8a9-752b-4874-8d13-57fe3b5e7291","name":"Nomads Court Lodge","category":"lodging","address":"Plot 9708 chudleigh","sources":["meta","overture"],"providers":2,"confidence":0.993,"website":true,"phone":true,"michelin":false,"score":2.334,"percentile":100,"photo":null,"transit":null},{"rank":2,"place_id":"gers:426c5960-5054-43f7-be3d-44e8541319e7","name":"Royal Shalom Lodge","category":"lodging","address":"PLOT 432 CORNER OF KAREEBOOM, AND Abelia","sources":["meta","overture"],"providers":2,"confidence":0.987,"website":true,"phone":true,"michelin":false,"score":2.279,"percentile":96.43,"photo":null,"transit":null},{"rank":3,"place_id":"gers:a9d5626e-16e1-46bd-a68f-fb241a87c138","name":"Mwiluzi Motel","category":"lodging","address":"T2","sources":["meta","overture"],"providers":2,"confidence":0.982,"website":true,"phone":true,"michelin":false,"score":2.238,"percentile":92.86,"photo":null,"transit":null},{"rank":4,"place_id":"gers:ddcfa47b-aaf7-4a8c-b5f4-582e97ce39f7","name":"Palmwood Lodge","category":"lodging","address":"plot 609 Central St","sources":["meta","overture"],"providers":2,"confidence":0.981,"website":true,"phone":true,"michelin":false,"score":2.229,"percentile":89.29,"photo":null,"transit":null},{"rank":5,"place_id":"gers:475045c9-db96-49e9-b8e9-c8c6b9032f92","name":"Villa Executive Lodge","category":"lodging","address":"Chisango Rd","sources":["meta","overture"],"providers":2,"confidence":0.979,"website":true,"phone":true,"michelin":false,"score":2.209,"percentile":85.71,"photo":null,"transit":null},{"rank":6,"place_id":"gers:f2840521-264b-4c22-b2c5-e41a205cb1f1","name":"Country Lodge Lusaka","category":"lodging","address":"Buchi Rd","sources":["meta","overture"],"providers":2,"confidence":0.974,"website":true,"phone":true,"michelin":false,"score":2.16,"percentile":82.14,"photo":null,"transit":null},{"rank":7,"place_id":"gers:34c4d62c-ffb0-467b-a22e-12a82d2a8248","name":"Natwange backpackers","category":"lodging","address":"20 Kariba, Kalundu","sources":["meta","overture"],"providers":2,"confidence":0.972,"website":true,"phone":true,"michelin":false,"score":2.151,"percentile":78.57,"photo":null,"transit":null},{"rank":8,"place_id":"gers:429f6209-6c42-4c2f-939d-21cbecfc54a8","name":"Lusaka Backpackers LTD","category":"lodging","address":"Lusaka Backpackers Ltd, 161 Mulombwa close, fairview","sources":["meta","overture"],"providers":2,"confidence":0.971,"website":true,"phone":true,"michelin":false,"score":2.141,"percentile":75,"photo":null,"transit":null},{"rank":9,"place_id":"gers:f17e938c-f443-4fc4-9b2c-cdc8f042afbc","name":"Mika Lodge","category":"lodging","address":"plot no 106, central street, Jesmondine Lusaka ZM","sources":["meta","overture"],"providers":2,"confidence":0.97,"website":true,"phone":true,"michelin":false,"score":2.125,"percentile":71.43,"photo":null,"transit":null},{"rank":10,"place_id":"gers:6488b40c-3cc7-414e-abd5-01df10dad6d6","name":"Golden Zambezi Lodge","category":"lodging","address":"alich nikhata road, near ZNBC","sources":["meta","overture"],"providers":2,"confidence":0.968,"website":true,"phone":true,"michelin":false,"score":2.11,"percentile":67.86,"photo":null,"transit":null}]}