{
    "judgments": [
        {
            "dependent": "city_name",
            "decision": "approve",
            "confidence": 0.93,
            "reason_code": "identifier_determines_descriptor",
            "reason_refers_to": null,
            "rationale": "A city id names one city. All 12 ids repeated 48 to 96 times, and the name held steady while count date and SKU varied inside every id. Shared names belong to the reverse pair.",
            "request_escalation": false,
            "claims": {
                "repetition": "repeated_owners",
                "population": "measured_eligible_rows",
                "collision": null,
                "scope_claim": {
                    "basis": "observed_in_evidence",
                    "coordinates": [
                        "last_count_date",
                        "part_sku"
                    ],
                    "evidence_refs": [
                        "measured_shape.coordinate_diversity"
                    ]
                },
                "evidence_refs": [
                    "candidate",
                    "measured_shape",
                    "paired_values"
                ]
            },
            "scope": {
                "owning_determinant": [
                    "city_id"
                ],
                "interpretation": "entity_property",
                "population": "all_eligible_rows",
                "conditions": [],
                "basis": "A city's name is part of what the city is. The inventory rows join in the city, and its name stayed fixed across every count date and SKU inside all 12 ids.",
                "evidence": [
                    "candidate",
                    "measured_shape",
                    "paired_values"
                ]
            }
        },
        {
            "dependent": "region_code",
            "decision": "approve",
            "confidence": 0.88,
            "reason_code": "stable_reference_mapping",
            "reason_refers_to": null,
            "rationale": "A city belongs to one region, a stable geographic convention. Every city id mapped to one region code across heavy repetition, and the measured coordinates never moved it.",
            "request_escalation": false,
            "claims": {
                "repetition": "repeated_owners",
                "population": "measured_eligible_rows",
                "collision": null,
                "scope_claim": {
                    "basis": "observed_in_evidence",
                    "coordinates": [
                        "last_count_date",
                        "part_sku",
                        "warehouse_code"
                    ],
                    "evidence_refs": [
                        "measured_shape.coordinate_diversity"
                    ]
                },
                "evidence_refs": [
                    "candidate",
                    "measured_shape",
                    "paired_values"
                ]
            },
            "scope": {
                "owning_determinant": [
                    "city_id"
                ],
                "interpretation": "entity_property",
                "population": "all_eligible_rows",
                "conditions": [],
                "basis": "A city sits in one region by geography. The value may be inherited through the state, which is true and not a coincidence. It held across every repeated city group.",
                "evidence": [
                    "candidate",
                    "measured_shape",
                    "paired_values",
                    "competing_owners_for_this_dependent"
                ]
            }
        },
        {
            "dependent": "region_name",
            "decision": "approve",
            "confidence": 0.88,
            "reason_code": "stable_reference_mapping",
            "reason_refers_to": null,
            "rationale": "A city is in one region, a stable geographic mapping. Region name stayed fixed inside all 12 city ids over heavy repetition and across date, SKU and warehouse variation.",
            "request_escalation": false,
            "claims": {
                "repetition": "repeated_owners",
                "population": "measured_eligible_rows",
                "collision": null,
                "scope_claim": {
                    "basis": "observed_in_evidence",
                    "coordinates": [
                        "last_count_date",
                        "part_sku",
                        "warehouse_code"
                    ],
                    "evidence_refs": [
                        "measured_shape.coordinate_diversity"
                    ]
                },
                "evidence_refs": [
                    "candidate",
                    "measured_shape",
                    "paired_values"
                ]
            },
            "scope": {
                "owning_determinant": [
                    "city_id"
                ],
                "interpretation": "entity_property",
                "population": "all_eligible_rows",
                "conditions": [],
                "basis": "A region name follows from a city's location. It may be inherited via the state, which does not make it a coincidence. It was constant across every repetition.",
                "evidence": [
                    "candidate",
                    "measured_shape",
                    "paired_values",
                    "competing_owners_for_this_dependent"
                ]
            }
        },
        {
            "dependent": "state_code",
            "decision": "approve",
            "confidence": 0.92,
            "reason_code": "stable_reference_mapping",
            "reason_refers_to": null,
            "rationale": "A city lies in exactly one state, a stable real-world mapping. All 12 ids repeated heavily with one state code each, unchanged across date, SKU and warehouse variation.",
            "request_escalation": false,
            "claims": {
                "repetition": "repeated_owners",
                "population": "measured_eligible_rows",
                "collision": null,
                "scope_claim": {
                    "basis": "observed_in_evidence",
                    "coordinates": [
                        "last_count_date",
                        "part_sku",
                        "warehouse_code"
                    ],
                    "evidence_refs": [
                        "measured_shape.coordinate_diversity"
                    ]
                },
                "evidence_refs": [
                    "candidate",
                    "measured_shape",
                    "paired_values"
                ]
            },
            "scope": {
                "owning_determinant": [
                    "city_id"
                ],
                "interpretation": "entity_property",
                "population": "all_eligible_rows",
                "conditions": [],
                "basis": "A city belongs to one state by geography. The two Bom Jesus ids map to different states (MG, SC), which is what an id-level rule expects.",
                "evidence": [
                    "candidate",
                    "measured_shape",
                    "paired_values"
                ]
            }
        },
        {
            "dependent": "state_name",
            "decision": "approve",
            "confidence": 0.92,
            "reason_code": "stable_reference_mapping",
            "reason_refers_to": null,
            "rationale": "A city is in one state, so the state name is a stable property of the city id. It held across every repeated group and across the date, SKU and warehouse variation inside each city.",
            "request_escalation": false,
            "claims": {
                "repetition": "repeated_owners",
                "population": "measured_eligible_rows",
                "collision": null,
                "scope_claim": {
                    "basis": "observed_in_evidence",
                    "coordinates": [
                        "last_count_date",
                        "part_sku",
                        "warehouse_code"
                    ],
                    "evidence_refs": [
                        "measured_shape.coordinate_diversity"
                    ]
                },
                "evidence_refs": [
                    "candidate",
                    "measured_shape",
                    "paired_values"
                ]
            },
            "scope": {
                "owning_determinant": [
                    "city_id"
                ],
                "interpretation": "entity_property",
                "population": "all_eligible_rows",
                "conditions": [],
                "basis": "A city's state is fixed by geography. All 12 city ids repeated 48 to 96 times with one state name each, and no measured coordinate moved it.",
                "evidence": [
                    "candidate",
                    "measured_shape",
                    "paired_values"
                ]
            }
        }
    ]
}