Amazon Reviews – Polarity Dataset is a subset of Amazon Reviews – Full Dataset. The relevant data mainly comes from the Stanford Network Analysis Project. Each sentiment polarity set contains 1,800,000 training samples and 200,000 test samples.

This dataset was released by Cornell University in 2013, and the related paper is "Hidden factors and hidden topics: understanding rating dimensions with review text".