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Ranked shortlist · 10 of 12 coffee shops
Best coffee shops in Qingdao
The 10 most notable coffee shops in Qingdao, in rank order. The order is curation quality — how well attested and how complete each record is — not popularity, and no place on this list paid to be on it.
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1
星巴克(臻选(延吉万达1店)
延吉路116号,万达广场1-2层
121 m from Dunhua Rd station, metro
listed by Microsoft and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.97 · rank score 3.804, percentile 100 of 12
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2
安琳咖啡 aeleen coffee
东海东路60号极地海洋世界商业街56-4号
listed by Meta and Overture Maps Foundation · record has a phone and an address · Overture confidence 0.96 · rank score 3.017, percentile 90.91 of 12
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3
星巴克
山东省青岛市
304 m from Qingdao Railway Station, metro
listed by AllThePlaces and Overture Maps Foundation · record has an address · Overture confidence 0.95 · rank score 1.478, percentile 81.82 of 12
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4
星巴克
山东省青岛市
322 m from Jinggangshan Rd station, metro
listed by AllThePlaces and Overture Maps Foundation · record has an address · Overture confidence 0.95 · rank score 1.478, percentile 72.73 of 12
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5
星巴克
山东省青岛市
324 m from Shilaoren Beach Station, metro
listed by AllThePlaces and Overture Maps Foundation · record has an address · Overture confidence 0.95 · rank score 1.478, percentile 63.64 of 12
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6
星巴克
山东省青岛市
listed by AllThePlaces and Overture Maps Foundation · record has an address · Overture confidence 0.95 · rank score 1.478, percentile 54.55 of 12
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7
星巴克
山东省青岛市
125 m from Yan'erdao Road Station, metro
listed by AllThePlaces and Overture Maps Foundation · record has an address · Overture confidence 0.95 · rank score 1.478, percentile 45.45 of 12
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8
星巴克
山东省青岛市
513 m from Shuangshan Station, metro
listed by AllThePlaces and Overture Maps Foundation · record has an address · Overture confidence 0.95 · rank score 1.478, percentile 36.36 of 12
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9
星巴克
山东省青岛市
556 m from Licun station, metro
listed by AllThePlaces and Overture Maps Foundation · record has an address · Overture confidence 0.95 · rank score 1.478, percentile 27.27 of 12
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10
星巴克
山东省青岛市
378 m from May 4th Square station, metro
listed by AllThePlaces and Overture Maps Foundation · record has an address · Overture confidence 0.95 · rank score 1.478, percentile 18.18 of 12
How this list is made
Every place in this group was scored by the same model, with each term z-normalised inside the group and capped, so a famous chain cannot win by being famous everywhere. The weights, verbatim:
- attestation by independent providers
- +0.35
- record completeness (website, phone, address)
- +0.25
- Overture existence confidence
- +0.20
- Michelin designation (Wikidata, CC0)
- +0.40
- brand fame (Wikidata sitelinks)
- −0.15
- same-name chain collision
- −0.30
Curation quality, not popularity: how well attested and how complete a record is.
No licensable popularity signal; this ranks curation quality, not taste
Independent check: 5,951 places listed in Wikivoyage (CC BY-SA 4.0; validation only, never published or scored) were matched to our records by name within 250 m. Across the 5,651 that fall in groups of at least 10, the median matched place sits at percentile 73 and 24.2% are in the top decile, against 10% by chance; five families have enough anchors to report (arts, food and drink, lodging, shopping, sport), while health care (5), lifestyle services (17), travel (26) have too few and are not validated. A match needs both the guide and the catalogue to name the same place, which favours well-attested places — a term this rank itself rewards — so these are lower bounds; Michelin's 528 in-group anchors have a median percentile of 100, but that is partly circular: across the Wikivoyage matches, the 17 that also carry the designation term this rank scores sit at 99.93, against 72.55 for the 5,934 without it.
The catalogue carries no rating, review count, price or opening hours, so this file has none.
Station locations from Wikidata (CC0-1.0). Nearest station, not service: no frequency, timetable or departures.
Nobody paid for placement: no ads, no sponsored results, no ratings for sale.
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).