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In this project we study the paper: "Sentiment Classification using Document Embeddings trained with Cosine Similarity", by Thongtan et al. and try to test the model on a new dataset. The new dataset used for testing consists of amazon reviews and the results obtained confirm the need to do further testing on different datasets to prove the theo…