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Ranked shortlist · 10 of 123 gas stations
Best gas stations in Ludhiana
The 10 most notable gas stations 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
IndianOil
Ground Floor, NH 44, Grand Trunk Rd
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.99 · rank score 3.689, percentile 100 of 123
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2
Reliance Petroleum
Ground Floor, Sh 11, Rania, Malerkotla Road, Sangowal
listed by Microsoft and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.95 · rank score 3.033, percentile 99.18 of 123
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3
Indianoil
Ground Floor Sahnewal
759 m from Sahnewal railway station, rail
listed by Microsoft and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.95 · rank score 2.549, percentile 98.36 of 123
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4
Indianoil
Ground Floor, Ferozepur Road, Opposite Verka Milk Plant
listed by Microsoft and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.95 · rank score 2.549, percentile 97.54 of 123
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5
Indianoil
52, 1450/52, Kitchlu Nagar Road, Ground Floor
listed by Microsoft and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.95 · rank score 2.504, percentile 96.72 of 123
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6
Indianoil
Ground Floor, Transport Nagar
listed by Microsoft and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.94 · rank score 2.456, percentile 95.9 of 123
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7
Indianoil
Jalandhar Bypass, GT Rd, West
listed by Microsoft and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.94 · rank score 2.444, percentile 95.08 of 123
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8
Indianoil
250/5, Block D, Jolly Tower, Model Town Extension
listed by Microsoft and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.94 · rank score 2.441, percentile 94.26 of 123
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9
Indianoil
Metro Road Junction, GT Road, Sherpur Road
listed by Microsoft and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.94 · rank score 2.428, percentile 93.44 of 123
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10
Indianoil
Ground Floor, Near Longia Steel, Basti Jodhewal Chowk Flyover
listed by Microsoft and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.94 · rank score 2.428, percentile 92.62 of 123
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).