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This guide explores the use of Bash scripting for automating statistical analysis, emphasizing its benefits for full-stack developers and system administrators, such as speed, automation, and easy integration with existing server environments. It provides practical advice on setting up GNU Core Utilities and other tools, demonstrating how to perform basic and complex statistical tasks and integrate Bash with languages like Python for advanced data analysis.