plan.md

Project Plan: Enterprise Intelligence Final Polish (V6)

Overview

Resolve the KeyError: True and duplicate widget issues to ensure a stable, production-ready dashboard.

Execution Steps

Phase 1: Bug Fixes & Optimization [COMPLETED]

• Fix KeyError: True in metric calculations by using explicit checks for 'Global' vs 'Country' filtering.
• Remove duplicate sidebar code sections.
• Ensure every widget has a unique key= argument to prevent DuplicateElementID errors.
• Standardize 1.5x elasticity logic for the Market Discount predictor.

Phase 2: Visual & Logic Alignment [COMPLETED]

• Sync metrics, graphs, and heatmaps with both historical filters and simulation sandbox.
• Update BI insights to reflect latest slider parameters.
• Verify data loading robustness with try-except blocks.

Phase 3: Final Verification [COMPLETED]

• Verified all Phase 1-6 features are present and functional.
• Ensured no graphs or layout elements were degraded during fixing.