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Google Maps Restaurant Ratings Pilot: 12 City Centers & 6 Wider Urban Areas
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Extracted wtih: gmaps-scraper-bro. Active restaurants require Status = Open, primary category = restaurant, and Reviews Count >= 20.
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1. 12 Sampled City Centers — Active Restaurants (20+ reviews)
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Sampled AreaCountryGeometryDiscovered PlacesActive Restaurants (20+ rev)Mean RatingMedian RatingP25P75 (Top 25%)P90 (Top 10%)Share < 4.5Share >= 4.5Share >= 4.7
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Tokyo (JP)JP600x600m1,0142994.224.204.004.504.7070.9%29.1%17.1%
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Utrecht (NL)NL600x600m8031674.254.304.004.604.7464.7%35.3%16.8%
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Pittsburgh center (US)USsmall-poly453754.324.304.204.554.7064.0%36.0%17.3%
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Bologna (IT)IT600x600m8401044.334.404.104.504.7060.6%39.4%11.5%
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Ghent (BE)BE600x600m6741484.254.404.104.604.8060.1%39.9%16.2%
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Valencia (ES)ES600x600m1,0821764.274.404.104.704.8053.4%46.6%27.8%
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Nancy (FR)FR600x600m5271094.394.404.204.704.8052.3%47.7%28.4%
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Manchester center (GB)GBsmall-poly486734.354.504.204.704.8047.9%52.1%32.9%
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Lyon (FR)FR600x600m8611794.494.504.304.804.9037.4%62.6%40.2%
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Leeds (GB)GB600x600m286474.464.604.304.704.8036.2%63.8%40.4%
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Athens (GR)GR600x600m983824.534.604.334.804.9035.4%64.6%46.3%
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Berlin Prenzlauer Berg (DE)DEsmall-poly278634.564.604.404.704.8027.0%73.0%46.0%
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Total / Pooled (12 city areas)--8,2871,5224.33n.a.n.a.n.a.n.a.54.9%45.1%25.6%
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2. Review-Volume Strata & Retail Store Comparison (12 City Centers, Open Places)
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Sampled AreaRest. 20-99 rev (n)Rest. 20-99 MedRest. 20-99 >= 4.5Rest. 100-499 rev (n)Rest. 100-499 MedRest. 100-499 >= 4.5Rest. 500+ rev (n)Rest. 500+ MedRest. 500+ >= 4.5Stores 20+ rev (n)Stores MedStores >= 4.5
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Tokyo (JP)1054.3038.1%1544.2024.7%404.2022.5%1474.5057.8%
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Utrecht (NL)124.6558.3%684.3538.2%874.2029.9%2874.5056.4%
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Pittsburgh center (US)144.4550.0%214.3019.0%404.4040.0%1404.5055.0%
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Bologna (IT)94.5066.7%284.5053.6%674.3029.9%3004.4046.3%
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Ghent (BE)104.7070.0%594.3037.3%794.3038.0%2324.4045.7%
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Valencia (ES)214.5052.4%384.6055.3%1174.4042.7%3724.6059.4%
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Nancy (FR)124.2025.0%394.5061.5%584.4043.1%1924.6057.8%
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Manchester center (GB)124.0525.0%214.5052.4%404.6060.0%1934.3035.2%
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Lyon (FR)164.6562.5%624.7072.6%1014.5056.4%3104.7073.9%
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Leeds (GB)4n.a.n.a.134.7069.2%304.5060.0%724.6066.7%
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Athens (GR)244.6054.2%264.6576.9%324.5062.5%3284.7074.1%
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Berlin Prenzlauer Berg (DE)74.6071.4%244.7070.8%324.6075.0%864.7067.4%
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3. Separate Wider 6-Area Benchmark Run — Multi-Neighborhood Polygons (11,649 Places)
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Wider Urban AreaCountryGeometryDiscovered PlacesActive Restaurants (20+ rev)Mean RatingMedian RatingP25P75 (Top 25%)Share < 4.5Share >= 4.5Share >= 4.7Rest. 500+ >= 4.5
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Manhattan, NY (US)USwider-polygon4,4591,3774.334.404.204.6056.8%43.2%16.3%47.4%
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Manchester wider (GB)GBwider-polygon2,7735584.374.404.204.6050.5%49.5%23.7%54.0%
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Boulder, CO (US)USwider-polygon2,0322904.374.454.304.6050.0%50.0%21.7%46.4%
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Pittsburgh, PA (US)USwider-polygon532934.454.504.304.7043.0%57.0%26.9%53.5%
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Leipzig (DE)DEwider-polygon113514.464.504.354.7041.2%58.8%31.4%61.1%
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Prenzlauer Berg wider, Berlin (DE)DEwider-polygon1,7403784.564.604.434.7025.1%74.9%42.1%72.6%
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Total / Pooled (6 wider areas)--11,6492,7474.38n.a.n.a.n.a.49.7%50.3%22.6%52.4%
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