This ECSR-Shoes dataset contains 1946 online shoe reviews, corresponding to 359 unique shoe products. It is the first ABSA dataset to contain ACOSI annotations, with annotators identifiying the Aspect, Category, Opinion, Sentiment, and Implicit/Explicit Opinion terms of each review.