This document discusses the goals of the SEASR project. The project aims to develop, integrate, deploy, and sustain a set of reusable software components and framework to benefit various data mining applications for humanities scholars. The key goals are to support the development of a state-of-the-art software environment and provide reusable tools and services for data mining and analysis of large datasets in the humanities.