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Automotive

LEDPL-3157-Y19 Parking Light LED Light Bulbs 3157, 19 LED Yellow 2-pc Set

Automotive2.0· 945 Amazon ratings

Bias-adjusted across 945 Amazon ratings, Bayesian-shrunk to the category prior so the headline score reflects relative quality — not a raw star average. Cohort: Automotive.

0.3%
Percentile · Global
0.1%
Percentile · Cohort
Automotive
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LEDPL-3157-Y19 Parking Light LED Light Bulbs 3157, 19 LED Yellow 2-pc Set

How the score was built

Amazon ratings
945

used for the Bayesian percentile

Raw star average
2.0 / 5

unadjusted Amazon mean

Bayesian avg
2.22

raw rating shrunk to the category prior

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Same category · Automotive

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