TobeBright 2 Pack Plug in Light Socket, 3-Prong Light Socket Plug Adapter with On/Off Switch, 360° Rotatable Outlet to Light Bulb Plug, Light Bulb Camera, E26 Base, ETL Listed, White

Based on the limited data provided, this product appears to have overwhelmingly genuine customer feedback. The dataset shows 8 positive reviews (5-star) and 2 negative reviews (1-star and 2-star), which represents a normal distribution of customer experiences. The presence of negative reviews is actually a strong indicator of authenticity, as fake review campaigns typically avoid including critical feedback that could undermine their promotional goals. Without review text content to analyze, we can only assess the rating distribution and pattern, which shows no obvious manipulation signals.

All reviews in this dataset appear to be from verified purchases (indicated by the 'U' designation), which significantly increases their authenticity likelihood. Verified purchase reviews are generally more reliable than unverified ones. The rating distribution of 80% positive and 20% negative is completely plausible for a quality product that meets most customers' expectations while disappointing some. This mixed feedback pattern is exactly what we would expect from genuine customer experiences rather than a coordinated manipulation campaign.

There are minimal concerns in this dataset. The only potential flag would be if the positive reviews showed identical or highly similar phrasing patterns, but without the actual review text content, we cannot assess this. The rating distribution alone doesn't indicate manipulation, as many legitimate products receive predominantly positive feedback when they perform well. The presence of two clearly negative reviews (1-star and 2-star) strongly suggests these are genuine customer opinions rather than fabricated praise.

In summary, this dataset shows strong indicators of authenticity through its natural rating distribution and verified purchase status. While we cannot analyze the textual content for manipulation patterns, the structural elements present suggest genuine customer feedback. The 10% fake percentage estimate is conservative and reflects the possibility that some positive reviews might be inauthentic, but the evidence strongly suggests most are legitimate experiences from real customers.

Key patterns identified in the review analysis include: Natural rating distribution (80% positive, 20% negative), All reviews from verified purchases, Presence of critical feedback alongside praise.