This document describes a project called FARROT that filters Amazon product review ratings and totals by state or time. It presents the problem, a UI demo, the datasets used, the pipeline for importing and processing data in HBase, the HBase schema, design considerations, and future work. The author is Andy Lai who has a computer science background and interests in databases.