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hiffi-artist-intelligence/data/T4_quality_dashboard_signoff.md
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feat(quality): implement T4 before/after dashboard and generate validation sign-off
2026-11-10 15:41:19 +05:30

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T4 – Quality Dashboard & Transformation Sign-off

Generated: 2026-11-10 15:33:57
Database: data/hiffi_catalog.db
Status: PASSED & VERIFIED


1. Before vs. After Transformation Summary

Dimension Raw Ingested State (Before) Cleaned Backend State (After) Status
Cohort Size 501 artists (drift detected) Strictly 500 verified artists (50/150/300) RESOLVED
Sales Methodology Synthetic streaming EAS inflation 100% empirical pure sales (streaming_eas == 0.0) RESOLVED
Sales Ingestion 530 component math mismatches 0 mismatches, exact parity with master CSV RESOLVED
Ranking Coverage Unindexed catalog Dense ranks #1 to #17,135 RESOLVED
Telemetry History Sparse delta tracking 6,000 snapshots across all 500 cohort artists RESOLVED

2. Interactive Deliverable

  • Interactive visual dashboard generated at: data/quality_dashboard.html
  • Automated recurring check registered in: scripts/generate_t4_dashboard.py