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Comprehensive guide for full stack developers and sysadmins to automate statistical analysis with Bash: why it’s fast, automatable, and integrates well; tools like coreutils, GNU datamash, curl/wget, and csvkit; commands for counts, sorting, uniques, and aggregates; a download-clean-analyze script; Python/R handoffs for complex stats; and best practices—modularity, documentation, and robust error handling—to streamline AI-ready workflows.