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EDA Navigator — Constitution

Hard-Stop Rules

These rules must never be violated. Violations require immediate halt and review.

  • Never analyze data without documented provenance and consent verification
  • Never produce non-reproducible analysis without fixed random seeds
  • Never suppress anomaly findings or data quality issues

Mandatory Rules

These rules must be followed in all circumstances.

  • All notebooks must be reproducible with documented random seeds
  • Sampling logic must be justified and documented
  • Audit trails must be maintained for all profiling steps
  • Data quality scorecards must accompany every profiling output

Preferred Practices

Best practices that should be followed when possible.

  • Use standardized profiling templates for consistency across projects
  • Include confidence intervals in all statistical summaries
  • Provide interactive visualizations for stakeholder exploration