HjDddlZddlZddlZddlZddlZddlZddlZddlZdZedzZ edzZ edzZ eje e dZedZhd Zd ZeD]Zee\ed <ed <ed <ed<gZeZdZeD]ZededfevseeeedeDD]0ZdZeD]'Zedek(s ed dk(sedkseeedz Z)2eedD]Zed dk(s eedD]ZeD]Zed ek(s eeeedk\s JeeeddZeedD]2\ZZdeded<ededfeved <ed dk(xred!d"ked#<4eD]$Zed rd$needd%dd&zdk(rd'nd$ed(<&eDcgc] }|d(d'k(s |c}Z eD]4Zee d)k\rn'ed red(d$k(sd'ed(<e jCe6ejDe Z#e#jId*eD]`Ze#jKd+ededededed,ed-ed.ed/ed!ed ed ed edeed eed#ed(fbe#jMd0gd1e#jOe#jQejRd2eDZ*ejVej jYejZj\j_e d3eee0e*e1d4eDe1d5eDe1d6eDe1d7eDed8 e e d9d:d;<e2ejfe e eee0e*e1d=eDe1d>eDe1d?eDe1d@eDdAd:Bycc}w)CNz0/opt/struktur/reports/aa043-p38/20260828T083500Zz/p38-candidate-pool.jsonz/p38-reference-set.jsonz/p38_reference.sqliteutf8)encodingpairs>iiZwc|d|df}|tvry|d}|d}|d|df}|r|dr|d r|d|d k7r|d k\ry |d k\s|r|d k\ry|d kr|syy)Nku_aku_b) SAME_CLAIMzBRegression audit: same atomic claim; wording/transcription differszwording/transcription compatible similaritycommon_entities numbers_a numbers_br{Gz?)RELATED_NOT_SAMEz=Same named entity but different numeric/version/content claimznumeric/versionz requires temporal/version reviewg)\(?g?)rzUThematic/entity overlap, but subject, object, scope or intent is not proven identicalzscope/object/intentznot established) UNRELATEDz?Low-similarity cross-source control; no shared fachliche entitynonezn/a) UNCERTAINz]Short or context-poor overlap; equality and contradiction cannot be established from KU alonezcontext/granularityunclear)forced)pksimentnumss %/opt/struktur/AA-043-P38-reference.pymanualr$sfIaiKP|_!-.ca nQ{^5TDGQDGT!W$4d RI##t) ]HS d Umanual_classification audit_reasondiffering_dimensionaudit_temporal_scopec|d|df}|tvr>ttdkr+tj|tj |yyy)Nrr)seenlenselappendadd)xrs r#r0r0s=fIaiTMc#hslCJJqM488A;lMr%rrc#&K|] }|d yw)clusterN.0r1s r# r7s1aQy\1r3rrc&|d|d|d|dfS)Nrr3rrr4r1s r#r<sAlOAiL61V9#Ur%)keyr)rrrdr+zP38-03dpair_id is_regressionrr is_control developmentholdoutsplitavcreate table reference_pairs(pair_id text primary key,cluster text,ku_a integer,ku_b integer,source_a text,source_b text,statement_a text,statement_b text,similarity real,manual_classification text,audit_reason text,differing_dimension text,temporal_scope text,is_regression integer,is_control integer,split text); create table audit_policy(name text primary key,rule text);zCinsert into reference_pairs values(?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?)source_asource_b statement_a statement_bz$insert into audit_policy values(?,?)))ruNur materiell identische atomare Aussage; keine Differenz in Subjekt, Prädikat, Objekt, Negation, Zahl, Einheit, Zeit, Version, Bedingung oder Geltungsbereich.)ruCReale fachliche Nähe, aber materielle oder kontextuelle Differenz.) CONTRADICTIONuuNur inkompatible Aussagen zum selben prüfbaren Gegenstand mit kompatiblem Scope; keine belastbaren Fälle im Korpus.)rzERealer Low-Similarity-Kontrollfall ohne gemeinsame fachliche Aussage.)ruIKontext oder KU-Granularität reicht für sichere Entscheidung nicht aus.c#&K|] }|d yw)r&Nr4r5s r#r7r74sD1A56Dr8zRdeterministic conservative pairwise adjudication with original statements retainedc#&K|] }|d ywrANr4r5s r#r7r75s0BcZ[CDETCUBcr8c#&K|] }|d ywrBNr4r5s r#r7r75s0rPGHstuAsBrPr8c#,K|] }|ddk(ywrGrCNr4r5s r#r7r75s>bJABcdelcmo|c|bJc#,K|] }|ddk(ywrGrFNr4r5s r#r7r75s>X|stYZ[bYcenYnX|rU) checked_at source_pool audit_policytotallabels regressionscontrolsrCrFrwF) ensure_asciiindentc#&K|] }|d ywrPr4r5s r#r7r76s$lMDElmn}l~lMr8c#&K|] }|d ywrRr4r5s r#r7r76s0\zqr]^_k]l\zr8c#,K|] }|ddk(ywrTr4r5s r#r7r76s>LtklMNOVMWYfMfLtrUc#,K|] }|ddk(ywrWr4r5s r#r7r76s>Bf]^CDELCMOXCXBfrU) reference_setsqliter[r\r]r^rCrF)ra)4jsonsqlite3re itertools collectionsosdatetimehashlibBASEPOOLOUTDBloadopendrrr$rr.setr,r0r1sortedclnlabelr- enumerateiintholdr/connectc executescriptexecute executemanycommitcloseCountersummarydumpnowtimezoneutc isoformatdictsumprintdumpsr;s0r#rs@@@@7dC]>]cgiBdB_bGKLcGcDF $))Dv &'qzB`6 U yApvwxpyo)*1^+O