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