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The objective of this project was to analyze a big data set to classify users based on a common topic. To that effect we have mined for Reddit data and populated databases with over 6GB of information. In order to analyze this dataset we have used Spark, both on a standalone installation and on a cluster. We used SparkSQL to access and analyze the datasets. Reddit is an entertainment, social networking, and news website where registered community members can submit content, such as text posts or direct links to websites. Content entries are organized by topics of interest called subreddits. Users can then vote submissions up or down to determine their position on the site’s page based on the net positive votes that the post accumulated. This makes it easier to analyze not only the content but also the community members’ behavior characteristics. In this project we shall be discussing both the content and posting behavior of reddit community members. The live demo @15:49