{"city":{"slug":"dammam-sa","name":"Dammam","country":"SA","country_name":"Saudi Arabia"},"category":{"key":"fast_food_restaurant","label":"Fast Food Restaurant","phrase":"fast food restaurants","family":"food_and_drink"},"candidates":59,"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:4cc2b563-43c1-4d43-8263-0f32737c026b","name":"Kudu - Panda Hypermarket","category":"fast_food_restaurant","address":"Panda Hypermarket, Saad Ibn Abi Waqqas St, Uhud","sources":["microsoft","overture"],"providers":2,"confidence":0.994,"website":true,"phone":true,"michelin":false,"score":2.564,"percentile":100,"photo":null,"transit":null},{"rank":2,"place_id":"gers:cfc2a96f-f268-45a6-a145-7e584dbaa72e","name":"Kudu - Marina Mall","category":"fast_food_restaurant","address":"Marina Mall, Khaleej Rd, Food Court, Near Dammam Corniche, Al Salam","sources":["microsoft","overture"],"providers":2,"confidence":0.991,"website":true,"phone":true,"michelin":false,"score":2.54,"percentile":98.28,"photo":null,"transit":null},{"rank":3,"place_id":"gers:7812a0c3-e711-4475-9ee6-4d0b5fb590bc","name":"KuduKsa","category":"fast_food_restaurant","address":"Fuel Way Gas Station, Dammam Abqaiq Highway","sources":["meta","overture"],"providers":2,"confidence":0.999,"website":true,"phone":true,"michelin":false,"score":2.37,"percentile":96.55,"photo":null,"transit":null},{"rank":4,"place_id":"gers:8c12cf19-c7f0-403c-ac6a-4f9c45860b9a","name":"KuduKsa","category":"fast_food_restaurant","address":"Raya Business Center, 67 St, Opposite icdoc, Dammam 2nd Industrial City","sources":["meta","overture"],"providers":2,"confidence":0.997,"website":true,"phone":true,"michelin":false,"score":2.363,"percentile":94.83,"photo":null,"transit":null},{"rank":5,"place_id":"gers:c5e9b314-cadf-4100-b4ff-4ac795aa9f70","name":"KuduKsa","category":"fast_food_restaurant","address":"Petro Hala Gas Station , Dammam Riyadh Highway, Al Fursan","sources":["meta","overture"],"providers":2,"confidence":0.997,"website":true,"phone":true,"michelin":false,"score":2.358,"percentile":93.1,"photo":null,"transit":null},{"rank":6,"place_id":"gers:9e9a192d-9f40-4a15-8b0d-2717581b7403","name":"ALBAIK","category":"fast_food_restaurant","address":"Ali bin Abi Talib St","sources":["meta","overture"],"providers":2,"confidence":0.991,"website":true,"phone":true,"michelin":false,"score":2.353,"percentile":91.38,"photo":null,"transit":null},{"rank":7,"place_id":"gers:5353b18a-c36c-4343-9b10-aad38617a993","name":"ماكدونالدز","category":"fast_food_restaurant","address":"Al Hamra Plaza","sources":["microsoft","overture"],"providers":2,"confidence":0.999,"website":true,"phone":true,"michelin":false,"score":2.191,"percentile":89.66,"photo":null,"transit":null},{"rank":8,"place_id":"gers:8d1262d0-6916-4a02-a62c-4613b2aa1e9f","name":"ماكدونالدز","category":"fast_food_restaurant","address":"Al Muraikabat","sources":["microsoft","overture"],"providers":2,"confidence":0.999,"website":true,"phone":true,"michelin":false,"score":2.191,"percentile":87.93,"photo":null,"transit":null},{"rank":9,"place_id":"gers:10cab3ca-b7fe-43f5-a400-1661f1b9b7aa","name":"Herfy | هرفي","category":"fast_food_restaurant","address":"28th Street","sources":["meta","overture"],"providers":2,"confidence":0.988,"website":true,"phone":true,"michelin":false,"score":2.181,"percentile":86.21,"photo":null,"transit":null},{"rank":10,"place_id":"gers:e586ed3d-c263-4597-a56d-b962afb0d246","name":"ماكدونالدز","category":"fast_food_restaurant","address":"Buhaira Plaza, Khaleej Road","sources":["microsoft","overture"],"providers":2,"confidence":0.994,"website":true,"phone":true,"michelin":false,"score":2.159,"percentile":84.48,"photo":null,"transit":null}]}