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Ranked shortlist · 10 of 60 fuel stations

Best fuel stations in Los Angeles

The 10 most notable fuel stations in Los Angeles, 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.

  1. 1

    K Nalbandian Service Center

    1270 N Vermont Ave

    354 m from Vermont/Sunset, metro

    listed by Foursquare Open Source Places and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.99 · rank score 2.675, percentile 100 of 60

  2. 2

    South Bay Truck Center

    21107 Chico St

    listed by Foursquare Open Source Places and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.99 · rank score 2.675, percentile 98.31 of 60

  3. 3

    G&M

    7960 Santa Monica Blvd

    listed by Foursquare Open Source Places and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.99 · rank score 2.492, percentile 96.61 of 60

  4. 4

    Pemex

    1436 Washington Blvd

    listed by Foursquare Open Source Places and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.99 · rank score 2.312, percentile 94.92 of 60

  5. 5

    Guts Auto Exchange

    18001 S Figueroa St

    listed by Foursquare Open Source Places and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.92 · rank score 2.159, percentile 93.22 of 60

  6. 6

    David's Service Station

    1404 W Martin Luther King Jr Blvd

    listed by Foursquare Open Source Places and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.92 · rank score 2.159, percentile 91.53 of 60

  7. 7

    Gold Star Gas

    1100 W Martin Luther King Jr Blvd

    listed by Foursquare Open Source Places and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.92 · rank score 2.159, percentile 89.83 of 60

  8. 8

    TIMCO CNG

    11102 S LA Cienega Blvd

    listed by Foursquare Open Source Places and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.92 · rank score 2.159, percentile 88.14 of 60

  9. 9

    ACE Smog Check

    3101 W Imperial Hwy

    listed by Foursquare Open Source Places and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.92 · rank score 2.159, percentile 86.44 of 60

  10. 10

    Bussard's All-Pro Radiator Service

    5310 York Blvd

    listed by Foursquare Open Source Places and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.92 · rank score 2.159, percentile 84.75 of 60

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).