{"city":{"slug":"alexandria-eg","name":"Alexandria","country":"EG","country_name":"Egypt"},"category":{"key":"fast_food_restaurant","label":"Fast Food Restaurant","phrase":"fast food restaurants","family":"food_and_drink"},"candidates":36,"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:750f8c17-0204-4bcb-a7c7-529b32250e3b","name":"مطعم أبو ناصر","category":"fast_food_restaurant","address":"Omar Lotfy","sources":["meta","overture"],"providers":2,"confidence":0.976,"website":true,"phone":true,"michelin":false,"score":2.526,"percentile":100,"photo":null,"transit":null},{"rank":2,"place_id":"gers:968b4c47-90a1-4b2b-ad62-0bbb3c509513","name":"Fayrouz Restaurant","category":"fast_food_restaurant","address":"49 شارع صفية زغلول، تقاطع السلطان حسين","sources":["meta","overture"],"providers":2,"confidence":0.97,"website":true,"phone":true,"michelin":false,"score":2.412,"percentile":97.14,"photo":null,"transit":{"qid":"Q958574","name":"Alexandria railway station","mode":"rail","distanceM":717}},{"rank":3,"place_id":"gers:e77185d7-7318-4575-911c-1d0a932d93c0","name":"ماكدونالدز","category":"fast_food_restaurant","address":"سور نادى الاتحاد السكندرى","sources":["meta","overture"],"providers":2,"confidence":0.975,"website":true,"phone":true,"michelin":false,"score":2.197,"percentile":94.29,"photo":null,"transit":null},{"rank":4,"place_id":"gers:e422db62-f988-45f2-97e7-eeec76f7891d","name":"Hardee's","category":"fast_food_restaurant","address":"، HILTON, Green Plaza","sources":["meta","overture"],"providers":2,"confidence":0.991,"website":true,"phone":true,"michelin":false,"score":2.112,"percentile":91.43,"photo":null,"transit":null},{"rank":5,"place_id":"gers:eee2ce91-6843-4d0a-b41b-7b47ab1347f7","name":"كبده أبوحلمي","category":"fast_food_restaurant","address":"شارع سنان باشا متفرع من شارع عمر لطفي محطة ترام المطافي المنشيه.","sources":["meta","overture"],"providers":2,"confidence":0.976,"website":false,"phone":true,"michelin":false,"score":2.069,"percentile":88.57,"photo":null,"transit":null},{"rank":6,"place_id":"gers:c196590e-7c50-4498-8484-f5bd15618368","name":"Wales Burger","category":"fast_food_restaurant","address":"مكتبة 41 ش عبد الحميد بدوي، تاني عمارة من ش سوتر","sources":["meta","overture"],"providers":2,"confidence":0.91,"website":true,"phone":true,"michelin":false,"score":2.04,"percentile":85.71,"photo":null,"transit":null},{"rank":7,"place_id":"gers:24db24e4-bb81-469d-b516-d8a7f63f1740","name":"KFC","category":"fast_food_restaurant","address":"238 Roushdy","sources":["meta","overture"],"providers":2,"confidence":0.996,"website":true,"phone":true,"michelin":false,"score":1.992,"percentile":82.86,"photo":null,"transit":null},{"rank":8,"place_id":"gers:e3b9e4b8-63cc-4d9c-b784-df640e23f57b","name":"KFC","category":"fast_food_restaurant","address":"64 Street 27","sources":["meta","overture"],"providers":2,"confidence":0.996,"website":true,"phone":true,"michelin":false,"score":1.991,"percentile":80,"photo":null,"transit":null},{"rank":9,"place_id":"gers:bcc1470d-d253-4d52-8518-903f0411d682","name":"KFC","category":"fast_food_restaurant","address":"، طريق 14 مايو","sources":["meta","overture"],"providers":2,"confidence":0.994,"website":true,"phone":true,"michelin":false,"score":1.978,"percentile":77.14,"photo":null,"transit":null},{"rank":10,"place_id":"gers:61822b9e-9f63-4abb-ac70-a00250fb63d0","name":"KFC","category":"fast_food_restaurant","address":"54 Shaarawy","sources":["meta","overture"],"providers":2,"confidence":0.993,"website":true,"phone":true,"michelin":false,"score":1.966,"percentile":74.29,"photo":null,"transit":null}]}