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We utilized Hadoop Cluster via Oracle Big Data Cloud Service - Compute Edition with Hive Query Language to perform geo-spacial and geo-temporal analyses on ~10GB dataset from Yelp.com. We analyzed Yelp features' performance over time, consumers written review sentiment, and consumer rating patterns in different regions.