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Ranked shortlist · 10 of 25 car repair and service shops
Best car repair and service shops in Cần Thơ
The 10 most notable car repair and service shops in Cần Thơ, 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
Lien Anh Auto
577 Đường 30/4
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.98 · rank score 1.447, percentile 100 of 25
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2
Ô Tô 168 Trung Tâm Chăm Sóc Xe
407 Đ. Xuân Thủy
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.97 · rank score 1.349, percentile 95.83 of 25
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3
Xưởng Độ Xe Ô Tô Sinh
Đối diện cổng chính BV Nhi, Góc, Đường Số 3/Đường Nguyễn Văn Cừ Nối Dài
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.97 · rank score 1.345, percentile 91.67 of 25
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4
Hatri Auto
206D Đương Trương Vĩnh Nguyên
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.97 · rank score 1.307, percentile 87.5 of 25
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5
Garage O To 68
39 Võ Nguyên Giáp
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.96 · rank score 1.236, percentile 83.33 of 25
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6
Công Ty TNHH TM Và DV Auto Shop
23 Đường Số 3
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.95 · rank score 1.220, percentile 79.17 of 25
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7
Garage ô tô Ngân Sơn
A4-1, đường số 9, KDC
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.94 · rank score 1.074, percentile 75 of 25
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8
Trung Tâm Nội Thất Ô Tô Hoàng Mỹ
kdc đại học y dược, 285a Đ. Số 1
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.93 · rank score 1.012, percentile 70.83 of 25
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9
Cần Thơ Ford Assured
Võ Nguyên Giáp
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.92 · rank score 0.978, percentile 66.67 of 25
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10
Lĩnh Đặng AUTO
Cầu Ấp Mỹ
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.92 · rank score 0.973, percentile 62.5 of 25
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.
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).