Abstract High-frequency financial market data is conceptually distinct from high energy physics (HEP) data. Market a time series generated by participants, while HEP set of independent events collisions between particles. However, there are similarities within the structure and required tools for analysis, both fields share similar problems facing increasing size generated. This paper describes...