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An onrush of new data combined with less expensive and larger memories is transforming data science. What started with the Internet now includes social graphs, network traffic, Internet of Things (IoT), and other data sources feeding cyber security, medical informatics, e-commerce and other applications. A new category of data analysis tools is required. Trovares graph search brings supercomputing techniques to data science, leveraging lightweight synchronization, thread parallelism and query optimization for performance. These advanced techniques bring a new approach to analytics at scale where speed is critical.