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Issue title

Code quality scan: 0 findings (B, 71/100)

Issue body (markdown)

## Code-quality scan: `oakridge-analytics/superstore-use`

**Score: 71/100 (B)**  ·  0 findings  ·  scanned 2026-06-16 04:35 UTC  ·  0 LOC

| Severity | Count |
|---|---|
| CRITICAL | 0 |
| HIGH | 0 |
| MEDIUM | 0 |
| LOW | 0 |

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