```json {"role": "dimension", "confidence": 0.75, "reason": "Geographic code used for filtering/grouping by location. High cardinality (26949 distinct) and 17% null rate suggest it's a grouping dimension, not a unique identifier. The messy formatting (special chars, inconsistent patterns) indicates data quality issues but doesn't change its analytical role as a geographic dimension."} ```