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Guide for full stack developers and sysadmins to automate correlation analysis using Bash as the glue for Python/R. Covers setup (NumPy/Pandas/SciPy or tidyverse/corrr), prepping data with shell tools, a Python Pearson example, and scheduling via cron. Includes best practices (error handling, security, docs, modularity, testing) and emphasizes faster, data-driven decisions.