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Ranked shortlist · 10 of 21 food and drink shops
Best food and drink shops in Ludhiana
The 10 most notable food and drink shops in Ludhiana, 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
Sohan Provision Store
sco 28, near kays lovely sweets, jamalpur., Ludhiana, Punjab region
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.98 · rank score 2.418, percentile 100 of 21
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2
New Garg Karyana Store
Rupa Mistri St, Kishore Rd, near Jain Dharamshala
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.98 · rank score 2.414, percentile 95 of 21
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3
Goodwill Distributors Vitamin Store
shop Number 3781, 2, Pakhowal Rd, near Dashmesh Dairy
704 m from Modelgram railway station, rail
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.95 · rank score 2.184, percentile 90 of 21
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4
Jagdish lal and sons
Kesar Ganj Road
600 m from Ludhiana Junction railway station, rail
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.94 · rank score 2.107, percentile 85 of 21
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5
Reliance SMART Superstore
Lower Ground Floor, Mbd Neopolis Mall, Ferozepur Rd
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.99 · rank score 2.084, percentile 80 of 21
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6
Meats and More
Phase 2, 159 (1301/1, Pakhowal Rd
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.92 · rank score 1.956, percentile 75 of 21
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7
Raj Karyana Store
Shop No 479, Field Ganj Rd
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.92 · rank score 1.933, percentile 70 of 21
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8
FNP Cakes N More
588-L, Model Town
540 m from Modelgram railway station, rail
listed by Microsoft and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.92 · rank score 1.927, percentile 65 of 21
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9
Reliance Fresh
Main Market, Sbs
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.98 · rank score 1.890, percentile 60 of 21
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10
Vishal Mega Mart
Handa City Center, Grand Trunk Rd, near Bus Stand
450 m from Phagwara railway station, rail
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.99 · rank score 1.865, percentile 55 of 21
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).