Correct Firm A framing: replication-dominated, not pure
Interview evidence from multiple Firm A accountants confirms that MOST use replication (stamping / firm-level e-signing) but a MINORITY may still hand-sign. Firm A is therefore a "replication-dominated" population, not a "pure" one. This framing is consistent with: - 92.5% of Firm A signatures exceed cosine 0.95 (majority replication) - The long left tail (~7%) captures the minority hand-signers, not scan noise or preprocessing artifacts - Hartigan dip test: Firm A cosine unimodal long-tail (p=0.17) - Accountant-level GMM: of 180 Firm A accountants, 139 cluster in C1 (high-replication) and 32 in C2 (middle band = minority hand-signers) Updates docstrings and report text in Scripts 15, 16, 18, 19 to match. Partner v3's "near-universal non-hand-signing" language corrected. Script 19 regenerated with the updated text. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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@@ -19,6 +19,14 @@ The script:
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4. For the 2-component fit derives the natural threshold (crossing of
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marginal densities in cosine-mean and dhash-mean).
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Firm A framing note (2026-04-20, corrected):
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Interviews with Firm A accountants confirm MOST use replication but a
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MINORITY may hand-sign. Firm A is thus a "replication-dominated"
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population, NOT pure. Empirically: of ~180 Firm A accountants, ~139
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land in C1 (high-replication) and ~32 land in C2 (middle band) under
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the 3-component fit. The C2 Firm A members are the interview-suggested
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minority hand-signers.
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Output:
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reports/accountant_mixture/accountant_mixture_report.md
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reports/accountant_mixture/accountant_mixture_results.json
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