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Migrants arrive with vouchers, not bank transactions, so the bank-keyed ledger context is empty for them. This adds the description-keyed twin. - public.ledger_key(text): legibility key on top of the frozen normalize_counterparty_key mirror: strips AP-register prefixes (levfakt, leverantörsfaktura från N, levbet, faktura, kvitto, utgift), the supplier number that follows them, and trailing 1-3 digit runs, never "inköp". Mirrored by lib/parties/ledger-key.ts; the pair is pinned by a shared fixture list in the pg test. - public.get_observed_parties(company, from_date, limit): posted vouchers grouped by ledger_key(description) with occurrences, variants, expense and revenue SEK from the lines, first/last seen, median cadence and the Laplace-smoothed dominant result account. Excludes storno, opening balance, year-end and VAT settlement, and vouchers that carry a bank merchant name (those stay with get_ledger_deep_context). SECURITY INVOKER, so RLS scopes it. Never stored. - lib/parties/classify.ts: the deterministic pre-classifier moved out of the evaluation script so product and evaluation share one implementation (0.965 agreement with the founder labels, party recall 0.99). - lib/parties/observed.ts: RPC wrapper that classifies each row and derives a display rhythm from the cadence. Co-authored-by: Jakob Wennberg <311770904+jakobwennberg-oss@users.noreply.github.com> Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>