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* @module ai-analysis/pipeline
* @description AI-first analysis pipeline for deep-inspection articles.
*
* Implements the `AnalysisPipeline` interface with a content-driven approach:
* - Iteration 1 (`analyzeDocuments`): document classification, policy domain
* detection, stakeholder mapping, and evidence-based SWOT skeleton.
* - Iteration 2 (`refineAnalysis`): enrich SWOT entries from full-text content
* when documents are enriched; replace generic placeholders with specific
* claims drawn from actual document passages.
* - Iteration 3 (`validateCompleteness`): assess stakeholder coverage, policy
* domain confidence, and watch-point quality. Reports gap scores.
*
* Primary analysis text is content-derived from document metadata, passages, and
* policy domain analysis. Fallback placeholder sentences (`buildPlaceholderText`)
* are used only when a stakeholder ร quadrant combination has zero matching
* documents; they are never on the critical path for document-rich analyses.
*
* The implementation is designed as a drop-in target for future LLM API
* integration: replace the content-extraction helpers (and fallback placeholders)
* with API calls.
*
* @author Hack23 AB
* @license Apache-2.0
*/
import type { Language } from '../types/language.js';
import type { RawDocument } from '../data-transformers/types.js';
import {
detectPolicyDomains,
getDomainSpecificAnalysis,
detectNarrativeFrames,
assessConfidenceLevel,
} from '../data-transformers/policy-analysis.js';
import { extractKeyPassage, cleanMotionText, isPersonProfileText } from '../data-transformers/helpers.js';
import { localizeDocType } from '../data-transformers/content-generators/index.js';
import type {
AnalysisPipeline,
AnalysisPipelineOptions,
AnalysisResult,
AnalysisStakeholderSwot,
AnalysisSwotEntry,
AnalysisWatchPoint,
AnalysisMindmapBranch,
PolicyAssessment,
DashboardData,
ValidationResult,
} from './types.js';
// ---------------------------------------------------------------------------
// Palette for dashboard type distribution charts
// ---------------------------------------------------------------------------
const TYPE_PALETTE: readonly string[] = [
'#00d9ff', '#ff006e', '#ffbe0b', '#7b2fff', '#00c58e',
'#ff6b35', '#4dd0e1', '#f48fb1', '#a5d6a7', '#ce93d8',
];
// ---------------------------------------------------------------------------
// Localised stakeholder names (14 languages)
// ---------------------------------------------------------------------------
type LangRecord = Partial<Record<Language, string>>;
const GOV_NAMES: LangRecord = {
en: 'Government / Policy Administration', sv: 'Regering / Policyfรถrvaltning',
da: 'Regering / Politisk forvaltning', no: 'Regjering / Politisk forvaltning',
fi: 'Hallitus / Poliittinen hallinto', de: 'Regierung / Politikverwaltung',
fr: 'Gouvernement / Administration', es: 'Gobierno / Administraciรณn pรบblica',
nl: 'Regering / Beleidsadministratie', ar: 'ุงูุญููู
ุฉ / ุงูุฅุฏุงุฑุฉ ุงูุณูุงุณูุฉ',
he: 'ืืืฉืื / ืืื ืื ืืืื ืืืช', ja: 'ๆฟๅบ / ๆฟ็ญ่กๆฟ', ko: '์ ๋ถ / ์ ์ฑ
ํ์ ', zh: 'ๆฟๅบ / ๆฟ็ญ็ฎก็',
};
const OPP_NAMES: LangRecord = {
en: 'Parliament / Opposition', sv: 'Riksdag / Opposition',
da: 'Folketing / Opposition', no: 'Storting / Opposisjon',
fi: 'Eduskunta / Oppositio', de: 'Parlament / Opposition',
fr: 'Parlement / Opposition', es: 'Parlamento / Oposiciรณn',
nl: 'Parlement / Oppositie', ar: 'ุงูุจุฑูู
ุงู / ุงูู
ุนุงุฑุถุฉ',
he: 'ืคืจืืื ื / ืืืคืืืืฆืื', ja: '่ญฐไผ / ้ๅ
', ko: '์ํ / ์ผ๋น', zh: '่ฎฎไผ / ๅๅฏนๆดพ',
};
const PRIVATE_NAMES: LangRecord = {
en: 'Private Sector / Civil Society', sv: 'Privat sektor / Civilsamhรคlle',
da: 'Privat sektor / Civilsamfund', no: 'Privat sektor / Sivilsamfunn',
fi: 'Yksityissektori / Kansalaisyhteiskunta', de: 'Privatsektor / Zivilgesellschaft',
fr: 'Secteur privรฉ / Sociรฉtรฉ civile', es: 'Sector privado / Sociedad civil',
nl: 'Privรฉsector / Maatschappelijk middenveld', ar: 'ุงููุทุงุน ุงูุฎุงุต / ุงูู
ุฌุชู
ุน ุงูู
ุฏูู',
he: 'ืืืืืจ ืืคืจืื / ืืืืจื ืืืืจืืืช', ja: 'ๆฐ้ใปใฏใฟใผ / ๅธๆฐ็คพไผ', ko: '๋ฏผ๊ฐ ๋ถ๋ฌธ / ์๋ฏผ ์ฌํ', zh: '็ง่ฅ้จ้จ / ๆฐ้ด็คพไผ',
};
// ---------------------------------------------------------------------------
// Data source labels (14 languages)
// ---------------------------------------------------------------------------
const DATA_SOURCE_LABELS: LangRecord = {
en: 'Data Sources', sv: 'Datakรคllor', da: 'Datakilder', no: 'Datakilder',
fi: 'Tietolรคhteet', de: 'Datenquellen', fr: 'Sources de donnรฉes', es: 'Fuentes de datos',
nl: 'Gegevensbronnen', ar: 'ู
ุตุงุฏุฑ ุงูุจูุงูุงุช', he: 'ืืงืืจืืช ื ืชืื ืื',
ja: 'ใใผใฟใฝใผใน', ko: '๋ฐ์ดํฐ ์ถ์ฒ', zh: 'ๆฐๆฎๆฅๆบ',
};
const DATA_SOURCE_ITEMS: Partial<Record<Language, string[]>> = {
en: ['Riksdag MCP (laws, motions, propositions)', 'World Bank (economic indicators)', 'SCB Statistics Sweden'],
sv: ['Riksdagens MCP (lagar, motioner, propositioner)', 'Vรคrldsbanken (ekonomiska indikatorer)', 'SCB Statistikmyndigheten'],
da: ['Riksdag MCP (love, motioner, forslag)', 'Verdensbanken (รธkonomiske indikatorer)', 'SCB Statistikmyndigheten'],
no: ['Riksdag MCP (lover, motioner, proposisjoner)', 'Verdensbanken (รธkonomiske indikatorer)', 'SCB Statistikmyndigheten'],
fi: ['Riksdagin MCP (lait, kirjelmรคt, esitykset)', 'Maailmanpankki (taloudelliset indikaattorit)', 'SCB Tilastoviranomainen'],
de: ['Riksdag MCP (Gesetze, Antrรคge, Vorlagen)', 'Weltbank (Wirtschaftsindikatoren)', 'SCB Statistikmyndigheten'],
fr: ['Riksdag MCP (lois, motions, propositions)', 'Banque mondiale (indicateurs รฉconomiques)', 'SCB Statistikmyndigheten'],
es: ['Riksdag MCP (leyes, mociones, proposiciones)', 'Banco Mundial (indicadores econรณmicos)', 'SCB Statistikmyndigheten'],
nl: ['Riksdag MCP (wetten, moties, voorstellen)', 'Wereldbank (economische indicatoren)', 'SCB Statistikmyndigheten'],
ar: ['ุฑููุณุฏุงุบ MCP (ููุงูููุ ุงูุชุฑุงุญุงุช)', 'ุงูุจูู ุงูุฏููู (ู
ุคุดุฑุงุช ุงูุชุตุงุฏูุฉ)', 'SCB ุฅุญุตุงุก ุงูุณููุฏ'],
he: ['ืจืืงืกืืื MCP (ืืืงืื, ืืฆืขืืช)', 'ืืื ืง ืืขืืืื (ืืื ืืืงืืืจืื ืืืืืืื)', 'SCB ืืืฉืื ืืืจืืืืช ืืกืืืืกืืืงื'],
ja: ['Riksdag MCP (ๆณๅพใปๅ่ญฐใปๆๆก)', 'ไธ็้่ก๏ผ็ตๆธๆๆจ๏ผ', 'SCB ในใฆใงใผใใณ็ตฑ่จๅฑ'],
ko: ['Riksdag MCP (๋ฒ๋ฅ , ๋์, ์ ์)', '์ธ๊ณ์ํ (๊ฒฝ์ ์งํ)', 'SCB ์ค์จ๋ด ํต๊ณ์ฒญ'],
zh: ['่ฎฎไผ MCP๏ผๆณๅพใๅจ่ฎฎใๆๆก๏ผ', 'ไธ็้ถ่ก๏ผ็ปๆตๆๆ ๏ผ', 'SCB ็ๅ
ธ็ป่ฎกๅฑ'],
};
// ---------------------------------------------------------------------------
// Watch point labels (14 languages)
// ---------------------------------------------------------------------------
/** "Active Government Propositions" */
const WP_ACTIVE_PROPS: LangRecord = {
en: 'Active Government Propositions', sv: 'Aktiva propositioner',
da: 'Aktive regeringsforslag', no: 'Aktive regjeringsproposisjoner',
fi: 'Aktiiviset hallituksen esitykset', de: 'Aktive Regierungsvorschlรคge',
fr: 'Propositions gouvernementales actives', es: 'Proposiciones gubernamentales activas',
nl: 'Actieve regeringsvoorstellen', ar: 'ู
ูุชุฑุญุงุช ุญููู
ูุฉ ูุดุทุฉ',
he: 'ืืฆืขืืช ืืืฉืื ืคืขืืืืช', ja: 'ๆดปๅไธญใฎๆฟๅบๆๆก', ko: 'ํ์ฑ ์ ๋ถ ์ ์', zh: 'ๆดป่ท็ๆฟๅบๆๆก',
};
/** "proposition(s) require parliamentary action" */
const WP_PROPS_DESC: Partial<Record<Language, (n: number) => string>> = {
en: (n) => `${n} proposition${n !== 1 ? 's' : ''} require parliamentary action`,
sv: (n) => `${n} proposition${n !== 1 ? 'er' : ''} krรคver parlamentarisk behandling`,
da: (n) => `${n} forslag krรฆver parlamentarisk behandling`,
no: (n) => `${n} proposisjon${n !== 1 ? 'er' : ''} krever parlamentarisk behandling`,
fi: (n) => `${n} esitys${n !== 1 ? 'tรค' : ''} vaatii parlamentaarista kรคsittelyรค`,
de: (n) => `${n} Regierungsvorlage${n !== 1 ? 'n' : ''} erfordern parlamentarische Bearbeitung`,
fr: (n) => `${n} proposition${n !== 1 ? 's' : ''} nรฉcessitent un examen parlementaire`,
es: (n) => `${n} proposiciรณn${n !== 1 ? 'es' : ''} requiere${n !== 1 ? 'n' : ''} acciรณn parlamentaria`,
nl: (n) => `${n} voorstel${n !== 1 ? 'len' : ''} vereisen parlementaire behandeling`,
ar: (n) => `${n} ู
ูุชุฑุญ${n !== 1 ? 'ุงุช' : ''} ุชุชุทูุจ ุฅุฌุฑุงุก ุจุฑูู
ุงููุง`,
he: (n) => `${n} ืืฆืขืืช ืืืจืฉืืช ืืืคืื ืคืจืืื ืืจื`,
ja: (n) => `${n}ไปถใฎๆๆกใๅฝไผๅฏฉ่ญฐใๅฟ
่ฆใจใใ`,
ko: (n) => `${n}๊ฑด์ ์ ์์ด ์ํ ์ฌ์๋ฅผ ํ์๋ก ํจ`,
zh: (n) => `${n}้กนๆๆก้่ฆ่ฎฎไผๅฎก่ฎฎ`,
};
/** "Committee Reports to Monitor" */
const WP_COMMITTEE: LangRecord = {
en: 'Committee Reports to Monitor', sv: 'Utskottsbetรคnkanden att fรถlja',
da: 'Udvalgsrapporter at fรธlge', no: 'Komitรฉrapporter รฅ fรธlge',
fi: 'Seurattavat valiokuntamietinnรถt', de: 'Zu beobachtende Ausschussberichte',
fr: 'Rapports de commission ร suivre', es: 'Informes de comisiรณn a seguir',
nl: 'Commissierapporten om te volgen', ar: 'ุชูุงุฑูุฑ ุงููุฌุงู ููู
ุชุงุจุนุฉ',
he: 'ืืืืืช ืืขืืืช ืืืขืงื', ja: '็ฃ่ฆใในใๅงๅกไผๅ ฑๅ', ko: '๋ชจ๋ํฐ๋งํ ์์ํ ๋ณด๊ณ ์', zh: '้่ฆๅ
ณๆณจ็ๅงๅไผๆฅๅ',
};
/** "committee report(s) shaping the parliamentary position" */
const WP_COMMITTEE_DESC: Partial<Record<Language, (n: number) => string>> = {
en: (n) => `${n} committee report${n !== 1 ? 's' : ''} shaping the parliamentary position`,
sv: (n) => `${n} betรคnkande${n !== 1 ? 'n' : ''} formar den parlamentariska stรฅndpunkten`,
da: (n) => `${n} udvalgsrapport${n !== 1 ? 'er' : ''} former den parlamentariske holdning`,
no: (n) => `${n} komitรฉrapport${n !== 1 ? 'er' : ''} former den parlamentariske posisjonen`,
fi: (n) => `${n} mietintรถ${n !== 1 ? 'รค' : ''} muokkaa parlamentaarista kantaa`,
de: (n) => `${n} Ausschussbericht${n !== 1 ? 'e' : ''} prรคgen die parlamentarische Position`,
fr: (n) => `${n} rapport${n !== 1 ? 's' : ''} de commission faรงonnent la position parlementaire`,
es: (n) => `${n} informe${n !== 1 ? 's' : ''} de comisiรณn moldean la posiciรณn parlamentaria`,
nl: (n) => `${n} commissierapport${n !== 1 ? 'en' : ''} vormen de parlementaire positie`,
ar: (n) => `${n} ุชูุฑูุฑ${n !== 1 ? 'ุงุช' : ''} ูุฌุงู ุชุดูู ุงูู
ููู ุงูุจุฑูู
ุงูู`,
he: (n) => `${n} ืืืืืช ืืขืืืช ืืขืฆืืื ืืช ืขืืืช ืืคืจืืื ื`,
ja: (n) => `${n}ไปถใฎๅงๅกไผๅ ฑๅใ่ญฐไผใฎ็ซๅ ดใๅฝขๆ`,
ko: (n) => `${n}๊ฑด์ ์์ํ ๋ณด๊ณ ์๊ฐ ์ํ ์
์ฅ์ ํ์ฑ`,
zh: (n) => `${n}ไปฝๅงๅไผๆฅๅๆญฃๅจๅก้ ่ฎฎไผ็ซๅบ`,
};
/** "Enacted Laws in Force" */
const WP_SFS: LangRecord = {
en: 'Enacted Laws in Force', sv: 'Antagna lagar i kraft',
da: 'Vedtagne love i kraft', no: 'Vedtatte lover i kraft',
fi: 'Voimassa olevat lait', de: 'Erlassene Gesetze in Kraft',
fr: 'Lois promulguรฉes en vigueur', es: 'Leyes promulgadas en vigor',
nl: 'Uitgevaardigde wetten van kracht', ar: 'ููุงููู ุตุงุฏุฑุฉ ุณุงุฑูุฉ ุงูู
ูุนูู',
he: 'ืืืงืื ืฉื ืืงืงื ืืชืืงืฃ', ja: 'ๆฝ่กไธญใฎๅถๅฎๆณ', ko: '์ํ ์ค์ธ ๋ฒ๋ฅ ', zh: 'ๅทฒ็ๆ็ๆณๅพ',
};
/** "enacted law(s) establish the legal framework โ stakeholders must conduct compliance review" */
const WP_SFS_DESC: Partial<Record<Language, (n: number) => string>> = {
en: (n) => `${n} enacted law${n !== 1 ? 's' : ''} establish the legal framework โ stakeholders must conduct compliance review`,
sv: (n) => `${n} lag/fรถrordning${n !== 1 ? 'ar' : ''} etablerar rรคttslig ram โ intressenter behรถver genomfรถra efterlevnadsgranskning`,
da: (n) => `${n} lov${n !== 1 ? 'e' : ''} etablerer den juridiske ramme โ interessenter skal foretage overholdelsesvurdering`,
no: (n) => `${n} lov${n !== 1 ? 'er' : ''} etablerer det juridiske rammeverket โ interessenter mรฅ gjennomfรธre samsvarsvurdering`,
fi: (n) => `${n} laki${n !== 1 ? 'a' : ''} muodostaa oikeudellisen kehyksen โ sidosryhmien on suoritettava vaatimustenmukaisuustarkistus`,
de: (n) => `${n} Gesetz${n !== 1 ? 'e' : ''} bilden den Rechtsrahmen โ Stakeholder mรผssen Compliance-Prรผfung durchfรผhren`,
fr: (n) => `${n} loi${n !== 1 ? 's' : ''} รฉtablissent le cadre juridique โ les parties prenantes doivent procรฉder ร un examen de conformitรฉ`,
es: (n) => `${n} ley${n !== 1 ? 'es' : ''} establecen el marco legal โ las partes interesadas deben realizar una revisiรณn de cumplimiento`,
nl: (n) => `${n} wet${n !== 1 ? 'ten' : ''} vormen het juridische kader โ belanghebbenden moeten een nalevingsonderzoek uitvoeren`,
ar: (n) => `${n} ${n === 1 ? 'ูุงููู ูุคุณุณ' : 'ููุงููู ุชุคุณุณ'} ุงูุฅุทุงุฑ ุงููุงูููู โ ูุฌุจ ุนูู ุฃุตุญุงุจ ุงูู
ุตูุญุฉ ุฅุฌุฑุงุก ู
ุฑุงุฌุนุฉ ุงูุงู
ุชุซุงู`,
he: (n) => `${n} ืืืงืื ืืืกืกืื ืืช ืืืกืืจืช ืืืฉืคืืืช โ ืืขืื ืขื ืืื ืืืืืื ืืืฆืข ืืืืงืช ืฆืืืช`,
ja: (n) => `${n}ไปถใฎๅถๅฎๆณใๆณ็ๆ ็ตใฟใ็ขบ็ซ โ ๅฉๅฎณ้ขไฟ่
ใฏใณใณใใฉใคใขใณในใฌใใฅใผใๅฎๆฝใในใ`,
ko: (n) => `${n}๊ฑด์ ๋ฒ๋ฅ ์ด ๋ฒ์ ํ๋ ์์ํฌ๋ฅผ ์๋ฆฝ โ ์ดํด๊ด๊ณ์๋ ์ปดํ๋ผ์ด์ธ์ค ๊ฒํ ๋ฅผ ์ํํด์ผ ํจ`,
zh: (n) => `${n}้กนๆณๅพ็กฎ็ซไบๆณๅพๆกๆถ โ ๅฉ็็ธๅ
ณ่
ๅฟ
้กป่ฟ่กๅ่งๅฎกๆฅ`,
};
/** "Opposition Motions to Track" */
const WP_MOTIONS: LangRecord = {
en: 'Opposition Motions to Track', sv: 'Oppositionsmotioner att bevaka',
da: 'Oppositionsforslag at fรธlge', no: 'Opposisjonsmotioner รฅ fรธlge',
fi: 'Seurattavat oppositioaloitteet', de: 'Oppositionsantrรคge zu verfolgen',
fr: 'Motions de l\'opposition ร suivre', es: 'Mociones de la oposiciรณn a seguir',
nl: 'Oppositiemoties om te volgen', ar: 'ู
ูุชุฑุญุงุช ุงูู
ุนุงุฑุถุฉ ููู
ุชุงุจุนุฉ',
he: 'ืืฆืขืืช ืืืคืืืืฆืื ืืืขืงื', ja: '่ฟฝ่ทกใในใ้ๅ
ๅ่ญฐ', ko: '์ถ์ ํ ์ผ๋น ๋์', zh: '้่ฆ่ท่ธช็ๅๅฏนๆดพๅจ่ฎฎ',
};
/** "motion(s) signal alternative policy directions" */
const WP_MOTIONS_DESC: Partial<Record<Language, (n: number) => string>> = {
en: (n) => `${n} motion${n !== 1 ? 's' : ''} signal alternative policy directions`,
sv: (n) => `${n} motion${n !== 1 ? 'er' : ''} signalerar alternativa politiska inriktningar`,
da: (n) => `${n} forslag signalerer alternative politiske retninger`,
no: (n) => `${n} motjon${n !== 1 ? 'er' : ''} signaliserer alternative politiske retninger`,
fi: (n) => `${n} aloite${n !== 1 ? 'tta' : ''} viestii vaihtoehtoisista politiikan suunnista`,
de: (n) => `${n} ${n !== 1 ? 'Antrรคge signalisieren' : 'Antrag signalisiert'} alternative Politikrichtungen`,
fr: (n) => `${n} motion${n !== 1 ? 's' : ''} signalent des orientations politiques alternatives`,
es: (n) => `${n} mociรณn${n !== 1 ? 'es' : ''} seรฑalan direcciones polรญticas alternativas`,
nl: (n) => `${n} motie${n !== 1 ? 's' : ''} signaleren alternatieve beleidsrichtingen`,
ar: (n) => `${n} ู
ูุชุฑุญ${n !== 1 ? 'ุงุช' : ''} ุชุดูุฑ ุฅูู ุงุชุฌุงูุงุช ุณูุงุณูุฉ ุจุฏููุฉ`,
he: (n) => `${n} ืืฆืขืืช ืืกืื ืืช ืืืืื ื ืืืื ืืืช ืืืืคืืื`,
ja: (n) => `${n}ไปถใฎๅ่ญฐใไปฃๆฟๆฟ็ญใฎๆนๅๆงใ็คบๅ`,
ko: (n) => `${n}๊ฑด์ ๋์๊ฐ ๋์์ ์ ์ฑ
๋ฐฉํฅ์ ์์ฌ`,
zh: (n) => `${n}้กนๅจ่ฎฎๆพ็คบๆฟไปฃๆฟ็ญๆนๅ`,
};
/** "EU Dimension" */
const WP_EU: LangRecord = {
en: 'EU Dimension', sv: 'EU-dimension',
da: 'EU-dimension', no: 'EU-dimensjon',
fi: 'EU-ulottuvuus', de: 'EU-Dimension',
fr: 'Dimension UE', es: 'Dimensiรณn UE',
nl: 'EU-dimensie', ar: 'ุงูุจุนุฏ ุงูุฃูุฑูุจู',
he: 'ืืื ืืืจืืคื', ja: 'EUๆฌกๅ
', ko: 'EU ์ฐจ์', zh: 'EU็ปดๅบฆ',
};
/** "EU position paper(s) reveal European dimension โ EU law may constrain national policy options" */
const WP_EU_DESC: Partial<Record<Language, (n: number) => string>> = {
en: (n) => `${n} EU position paper${n !== 1 ? 's' : ''} reveal European dimension โ EU law may constrain national policy options`,
sv: (n) => `${n} EU-faktapromemoria avslรถjar Europaperspektiv โ EU-regelverket kan begrรคnsa nationell handlingsfrihet`,
da: (n) => `${n} EU-positionspapir${n !== 1 ? 'er' : ''} afslรธrer europรฆisk dimension โ EU-lovgivning kan begrรฆnse nationale politiske muligheder`,
no: (n) => `${n} EU-posisjonspapir${n !== 1 ? 'er' : ''} avslรธrer europeisk dimensjon โ EU-lovgivning kan begrense nasjonale politiske alternativer`,
fi: (n) => `${n} EU-asiakirja${n !== 1 ? 'a' : ''} paljastaa eurooppalaisen ulottuvuuden โ EU-lainsรครคdรคntรถ voi rajoittaa kansallisia vaihtoehtoja`,
de: (n) => `${n} EU-Positionspapier${n !== 1 ? 'e' : ''} zeigen die europรคische Dimension โ EU-Recht kann nationale Politikoptionen einschrรคnken`,
fr: (n) => `${n} document${n !== 1 ? 's' : ''} de position UE rรฉvรจlent la dimension europรฉenne โ le droit de l'UE peut limiter les options nationales`,
es: (n) => `${n} documento${n !== 1 ? 's' : ''} de posiciรณn de la UE revelan la dimensiรณn europea โ la legislaciรณn de la UE puede limitar las opciones nacionales`,
nl: (n) => `${n} EU-positiedocument${n !== 1 ? 'en' : ''} onthullen de Europese dimensie โ EU-wetgeving kan nationale beleidsopties beperken`,
ar: (n) => `${n} ${n === 1 ? 'ูุซููุฉ ู
ููู ุฃูุฑูุจู ุชูุดู' : 'ูุซุงุฆู ู
ููู ุฃูุฑูุจู ุชูุดู'} ุงูุจุนุฏ ุงูุฃูุฑูุจู โ ูุฏ ูููุฏ ูุงููู ุงูุงุชุญุงุฏ ุงูุฃูุฑูุจู ุฎูุงุฑุงุช ุงูุณูุงุณุฉ ุงููุทููุฉ`,
he: (n) => `${n} ืืกืืื ืขืืื ืฉื ืืืืืื ืืืืจืืคื ืืืฉืคืื ืืช ืืืื ืืืืจืืคื โ ืืืง ืืืืืื ืขืฉืื ืืืืืื ืืคืฉืจืืืืช ืืืื ืืืช ืืืืืืืช`,
ja: (n) => `${n}ไปถใฎEUๆ่ฆๆธใๆฌงๅทๆฌกๅ
ใๆ็คบ โ EUๆณใๅฝๅ
ๆฟ็ญใฎ้ธๆ่ขใๅถ็ดใใๅฏ่ฝๆง`,
ko: (n) => `${n}๊ฑด์ EU ์
์ฅ ๋ฌธ์๊ฐ ์ ๋ฝ ์ฐจ์์ ๋๋ฌ๋ โ EU๋ฒ์ด ๊ตญ๋ด ์ ์ฑ
์ต์
์ ์ ํํ ์ ์์`,
zh: (n) => `${n}ไปฝEU็ซๅบๆไปถๆญ็คบๆฌงๆดฒ็ปดๅบฆ โ EUๆณๅพๅฏ่ฝ้ๅถๅฝๅ
ๆฟ็ญ้ๆฉ`,
};
/** "Narrative Frames to Monitor" */
const WP_NARRATIVE: LangRecord = {
en: 'Narrative Frames to Monitor', sv: 'Narrativa ramar att รถvervaka',
da: 'Narrative rammer at overvรฅge', no: 'Narrative rammer รฅ overvรฅke',
fi: 'Seurattavat narratiiviset kehykset', de: 'Zu beobachtende narrative Rahmen',
fr: 'Cadres narratifs ร surveiller', es: 'Marcos narrativos a supervisar',
nl: 'Narratieve kaders om te monitoren', ar: 'ุงูุฃุทุฑ ุงูุณุฑุฏูุฉ ููู
ุฑุงูุจุฉ',
he: 'ืืกืืจืืช ื ืจืืืืืืช ืืืขืงื', ja: '็ฃ่ฆใในใใใฉใใฃใใใฌใผใ ', ko: '๋ชจ๋ํฐ๋งํ ์์ฌ ํ๋ ์', zh: '้่ฆ็ๆง็ๅไบๆกๆถ',
};
/** "Political rhetorical frames identified: " */
const WP_NARRATIVE_DESC: LangRecord = {
en: 'Political rhetorical frames identified: ', sv: 'Politiska retoriska ramar identifierade: ',
da: 'Politiske retoriske rammer identificeret: ', no: 'Politiske retoriske rammer identifisert: ',
fi: 'Poliittisia retorisia kehyksiรค tunnistettu: ', de: 'Politische rhetorische Rahmen identifiziert: ',
fr: 'Cadres rhรฉtoriques politiques identifiรฉs : ', es: 'Marcos retรณricos polรญticos identificados: ',
nl: 'Politieke retorische kaders geรฏdentificeerd: ', ar: 'ุชู
ุชุญุฏูุฏ ุฃุทุฑ ุจูุงุบูุฉ ุณูุงุณูุฉ: ',
he: 'ืืกืืจืืช ืจืืืจืืืช ืคืืืืืืืช ืฉืืืื: ', ja: 'ๆฟๆฒป็ไฟฎ่พใใฌใผใ ็นๅฎ: ', ko: '์ ์น์ ์์ฌ ํ๋ ์ ํ์ธ: ', zh: 'ๅทฒ่ฏๅซ็ๆฟๆฒปไฟฎ่พๆกๆถ: ',
};
// ---------------------------------------------------------------------------
// Dashboard labels (14 languages)
// ---------------------------------------------------------------------------
const DASHBOARD_TITLE: LangRecord = {
en: 'Document Intelligence', sv: 'Dokumentintelligens',
da: 'Dokumentefterretning', no: 'Dokumentetterretning',
fi: 'Asiakirjatiedustelu', de: 'Dokumentenintelligenz',
fr: 'Renseignement documentaire', es: 'Inteligencia documental',
nl: 'Documentintelligentie', ar: 'ุงุณุชุฎุจุงุฑุงุช ุงููุซุงุฆู',
he: 'ืืืืืขืื ืืกืืืื', ja: 'ๆๆธใคใณใใชใธใงใณใน', ko: '๋ฌธ์ ์ธํ
๋ฆฌ์ ์ค', zh: 'ๆไปถๆ
ๆฅ',
};
const DASHBOARD_DOCS_ANALYSED: Partial<Record<Language, (n: number) => string>> = {
en: (n) => `${n} parliamentary document${n !== 1 ? 's' : ''} analysed`,
sv: (n) => `${n} riksdagsdokument ${n !== 1 ? 'analyserade' : 'analyserat'}`,
da: (n) => `${n} parlamentsdokument${n !== 1 ? 'er' : ''} analyseret`,
no: (n) => `${n} parlamentsdokument${n !== 1 ? 'er' : ''} analysert`,
fi: (n) => `${n} asiakirja${n !== 1 ? 'a' : ''} analysoitu`,
de: (n) => `${n} parlamentarische${n === 1 ? 's' : ''} Dokument${n !== 1 ? 'e' : ''} analysiert`,
fr: (n) => `${n} document${n !== 1 ? 's' : ''} parlementaire${n !== 1 ? 's' : ''} analysรฉ${n !== 1 ? 's' : ''}`,
es: (n) => `${n} documento${n !== 1 ? 's' : ''} parlamentario${n !== 1 ? 's' : ''} analizado${n !== 1 ? 's' : ''}`,
nl: (n) => `${n} parlementair${n !== 1 ? 'e' : ''} document${n !== 1 ? 'en' : ''} geanalyseerd`,
ar: (n) => `${n} ูุซููุฉ ุจุฑูู
ุงููุฉ ุชู
ุชุญููููุง`,
he: (n) => `${n} ืืกืืืื ืคืจืืื ืืจืืื ื ืืชืื`,
ja: (n) => `${n}ไปถใฎ่ญฐไผๆๆธใๅๆ`,
ko: (n) => `${n}๊ฑด์ ์ํ ๋ฌธ์ ๋ถ์๋จ`,
zh: (n) => `${n}ไปฝ่ฎฎไผๆไปถๅทฒๅๆ`,
};
// ---------------------------------------------------------------------------
// Policy narrative labels (14 languages)
// ---------------------------------------------------------------------------
const NARRATIVE_ANALYSIS_OF: LangRecord = {
en: 'Analysis of', sv: 'Analys av',
da: 'Analyse af', no: 'Analyse av',
fi: 'Analyysi', de: 'Analyse von',
fr: 'Analyse de', es: 'Anรกlisis de',
nl: 'Analyse van', ar: 'ุชุญููู',
he: 'ื ืืชืื', ja: 'ๅๆ:', ko: '๋ถ์:', zh: 'ๅๆ',
};
const NARRATIVE_REVEALS: LangRecord = {
en: 'reveals', sv: 'visar',
da: 'afslรธrer', no: 'avslรธrer',
fi: 'paljastaa', de: 'zeigt',
fr: 'rรฉvรจle', es: 'revela',
nl: 'onthult', ar: 'ููุดู',
he: 'ืืืฉืฃ', ja: 'ใ็คบใ', ko: '์ด(๊ฐ) ๋๋ฌ๋จ', zh: 'ๆญ็คบ',
};
const NARRATIVE_POLICY_ACTIVITY: LangRecord = {
en: 'policy activity in', sv: 'politikaktivitet inom',
da: 'politisk aktivitet i', no: 'politisk aktivitet innen',
fi: 'poliittista toimintaa alueella', de: 'politische Aktivitรคt in',
fr: 'activitรฉ politique dans', es: 'actividad polรญtica en',
nl: 'beleidsactiviteit in', ar: 'ูุดุงุท ุณูุงุณู ูู',
he: 'ืคืขืืืืช ืืืื ืืืชืืช ื', ja: 'ใฎๆฟ็ญๆดปๅ', ko: '์ ์ ์ฑ
ํ๋', zh: 'ไธญ็ๆฟ็ญๆดปๅจ',
};
const NARRATIVE_PARLIAMENTARY_ACTIVITY: LangRecord = {
en: 'parliamentary activity', sv: 'parlamentarisk aktivitet',
da: 'parlamentarisk aktivitet', no: 'parlamentarisk aktivitet',
fi: 'parlamentaarista toimintaa', de: 'parlamentarische Aktivitรคt',
fr: 'activitรฉ parlementaire', es: 'actividad parlamentaria',
nl: 'parlementaire activiteit', ar: 'ูุดุงุท ุจุฑูู
ุงูู',
he: 'ืคืขืืืืช ืคืจืืื ืืจืืช', ja: '่ญฐไผๆดปๅ', ko: '์ํ ํ๋', zh: '่ฎฎไผๆดปๅจ',
};
const NARRATIVE_WITH_FULL_TEXT: Partial<Record<Language, (total: number, enriched: number) => string>> = {
en: (t, e) => `${t} documents (${e} with enriched full text)`,
sv: (t, e) => `${t} dokument (${e} med berikad fulltext)`,
da: (t, e) => `${t} dokumenter (${e} med beriget fuldtekst)`,
no: (t, e) => `${t} dokumenter (${e} med beriket fulltekst)`,
fi: (t, e) => `${t} asiakirjaa (${e} rikastetulla kokotekstillรค)`,
de: (t, e) => `${t} Dokumente (${e} mit angereichertem Volltext)`,
fr: (t, e) => `${t} documents (${e} avec texte intรฉgral enrichi)`,
es: (t, e) => `${t} documentos (${e} con texto completo enriquecido)`,
nl: (t, e) => `${t} documenten (${e} met verrijkte volledige tekst)`,
ar: (t, e) => `${t} ูุซููุฉ (${e} ุจูุต ูุงู
ู ู
ูุซุฑู)`,
he: (t, e) => `${t} ืืกืืืื (${e} ืขื ืืงืกื ืืื ืืืขืฉืจ)`,
ja: (t, e) => `${t}ไปถใฎๆๆธ (${e}ไปถใฏใใซใใญในใๅ
ๅฎ)`,
ko: (t, e) => `${t}๊ฑด์ ๋ฌธ์ (${e}๊ฑด ์ ๋ฌธ ๋ณด๊ฐ)`,
zh: (t, e) => `${t}ไปฝๆไปถ (${e}ไปฝๅซๅฎๆดๆๆฌ)`,
};
const NARRATIVE_WITH_METADATA: Partial<Record<Language, (total: number, enriched: number) => string>> = {
en: (t, e) => `${t} documents (${e} with enriched metadata)`,
sv: (t, e) => `${t} dokument (${e} med berikad metadata)`,
da: (t, e) => `${t} dokumenter (${e} med beriget metadata)`,
no: (t, e) => `${t} dokumenter (${e} med beriket metadata)`,
fi: (t, e) => `${t} asiakirjaa (${e} rikastetulla metatiedolla)`,
de: (t, e) => `${t} Dokumente (${e} mit angereicherten Metadaten)`,
fr: (t, e) => `${t} documents (${e} avec mรฉtadonnรฉes enrichies)`,
es: (t, e) => `${t} documentos (${e} con metadatos enriquecidos)`,
nl: (t, e) => `${t} documenten (${e} met verrijkte metadata)`,
ar: (t, e) => `${t} ูุซููุฉ (${e} ุจุจูุงูุงุช ูุตููุฉ ู
ูุซุฑูุฉ)`,
he: (t, e) => `${t} ืืกืืืื (${e} ืขื ืืื-ื ืชืื ืื ืืืขืฉืจืื)`,
ja: (t, e) => `${t}ไปถใฎๆๆธ (${e}ไปถใฏใกใฟใใผใฟๅ
ๅฎ)`,
ko: (t, e) => `${t}๊ฑด์ ๋ฌธ์ (${e}๊ฑด ๋ฉํ๋ฐ์ดํฐ ๋ณด๊ฐ)`,
zh: (t, e) => `${t}ไปฝๆไปถ (${e}ไปฝๅซไธฐๅฏๅ
ๆฐๆฎ)`,
};
const NARRATIVE_FOCUS: LangRecord = {
en: 'with focus on', sv: 'med fokus pรฅ',
da: 'med fokus pรฅ', no: 'med fokus pรฅ',
fi: 'painopisteenรค', de: 'mit Fokus auf',
fr: 'avec un accent sur', es: 'con enfoque en',
nl: 'met focus op', ar: 'ู
ุน ุงูุชุฑููุฒ ุนูู',
he: 'ืขื ืืืฉ ืขื', ja: 'ใซ็ฆ็นใๅฝใฆใฆ', ko: '์ ์ด์ ์ ๋ง์ถ์ด', zh: '้็นๅ
ณๆณจ',
};
function docType(doc: RawDocument): string {
return (doc.doktyp || doc.documentType || '').toLowerCase();
}
function docTitle(doc: RawDocument): string {
return (doc.titel || doc.title || doc.dokumentnamn || doc.dok_id || '').trim();
}
function docId(doc: RawDocument): string {
return doc.dok_id || doc.url || doc.titel || doc.title || doc.dokumentnamn || 'unknown';
}
/** Test whether a document is an SFS (enacted law/statute) โ matches both `doktyp === 'sfs'` and `dokumentnamn` starting with 'SFS'. */
function isSfsDoc(doc: RawDocument): boolean {
return docType(doc) === 'sfs' || (doc.dokumentnamn || '').startsWith('SFS');
}
/**
* Normalize document type key, treating SFS-by-name documents (missing `doktyp`
* but with `dokumentnamn` starting with 'SFS') as `'sfs'` and empty types as `'other'`.
* Reuse this everywhere a doc-type key is needed (mindmap, dashboard, confidence).
*/
function normalizedDocType(doc: RawDocument): string {
const raw = docType(doc);
if (raw === 'eu') return 'fpm'; // EU position papers ('eu') are foreign policy matters ('fpm') โ normalize for consistent dashboard/localization labels
if (raw) return raw;
if (isSfsDoc(doc)) return 'sfs';
return 'other';
}
/**
* Predicate: document metadata was enriched via `enrichDocumentsWithContent()`.
*
* `contentFetched` is set when the MCP client retrieves document details
* (title, summary, organ, notis, etc.) โ even when called with
* `include_full_text=false`. This is the normal case for Riksdag documents.
*
* Use for: enrichedCount, confidence scoring baseline, validation messaging.
*/
function isMetadataEnriched(doc: RawDocument): boolean {
return Boolean(doc.contentFetched);
}
/**
* Predicate: document has full-text or full-HTML content available.
*
* This is a stricter check than `isMetadataEnriched`: it requires the
* document to actually have downloadable text/HTML body, which only happens
* when the MCP client is called with `include_full_text=true` (or when the
* field is populated by other means).
*
* Use for: passage extraction, deep text analysis, HIGH-confidence SWOT.
*/
function hasFullTextContent(doc: RawDocument): boolean {
return Boolean(doc.contentFetched && (doc.fullText || doc.fullContent));
}
/** Extract a meaningful text passage from an enriched document. */
function extractPassage(doc: RawDocument, maxChars = 400): string | null {
const raw = doc.fullText || doc.fullContent || '';
if (!raw || isPersonProfileText(raw)) return null;
const cleaned = docType(doc) === 'mot' && raw.includes('Motion till riksdagen')
? cleanMotionText(raw)
: raw;
return extractKeyPassage(cleaned, maxChars) || null;
}
/**
* Return a SwotEntry text built from a document title โ concise but explicit.
* Returns plain text; HTML-escaping happens at the render site (section generators).
*/
function entryFromDoc(doc: RawDocument, topic: string | null, lang: Language): string {
const title = docTitle(doc);
const type = normalizedDocType(doc);
const typeLabel = type && type !== 'other' ? localizeDocType(type, lang, 1) : '';
if (topic) {
// Explicit relevance framing when a focus topic is present
const relevance = relevantLabel(lang);
return typeLabel
? `${typeLabel}: ${title} โ ${relevance} ${topic}`
: `${title} โ ${relevance} ${topic}`;
}
return typeLabel ? `${typeLabel}: ${title}` : title;
}
/** Small localised phrase: "relevant to" / "relevant fรถr" โฆ */
function relevantLabel(lang: Language): string {
const map: LangRecord = {
en: 'relevant to', sv: 'relevant fรถr', da: 'relevant for', no: 'relevant for',
fi: 'liittyy', de: 'relevant fรผr', fr: 'pertinent pour', es: 'relevante para',
nl: 'relevant voor', ar: 'ุฐู ุตูุฉ ุจู', he: 'ืจืืืื ืื ื', ja: 'ใซ้ข้ฃ:', ko: '๊ด๋ จ:', zh: '็ธๅ
ณ:',
};
return map[lang] ?? 'relevant to';
}
/** Derive impact from document type: propositions/laws/committee reports/EU positions are high, motions/government comms/press medium, rest low. */
function impactFromDocType(dt: string): 'high' | 'medium' | 'low' {
if (['prop', 'sfs', 'bet', 'fpm', 'eu'].includes(dt)) return 'high';
if (['mot', 'skr', 'pressm'].includes(dt)) return 'medium';
return 'low';
}
/** Build a content-derived SWOT entry from full-text passage when available. */
function buildEnrichedEntry(
doc: RawDocument,
topic: string | null,
lang: Language,
passageMaxChars: number,
): AnalysisSwotEntry {
const passage = extractPassage(doc, passageMaxChars);
const type = normalizedDocType(doc);
const domainAnalysis = detectPolicyDomains(doc, lang);
const domainText = domainAnalysis.length > 0
? getDomainSpecificAnalysis(domainAnalysis[0]!, type, lang)
: '';
let text: string;
if (passage) {
// Content-derived: lead with passage excerpt, append domain context
text = domainText ? `${passage} โ ${domainText}` : passage;
} else {
// Metadata-derived: title + domain context
text = entryFromDoc(doc, topic, lang);
if (domainText) text = `${text}. ${domainText}`;
}
return {
text,
impact: impactFromDocType(type),
sourceDocIds: [docId(doc)].filter(Boolean),
confidence: passage ? 'HIGH' : isMetadataEnriched(doc) ? 'MEDIUM' : 'LOW',
};
}
/** Build a structural placeholder entry when no documents exist for a quadrant. */
function placeholderEntry(
role: string,
quadrant: string,
topic: string | null,
lang: Language,
domains: string[],
): AnalysisSwotEntry {
const primaryDomain = domains[0] ?? null;
const text = buildPlaceholderText(role, quadrant, topic, primaryDomain, lang);
return {
text,
impact: quadrant === 'strengths' || quadrant === 'opportunities' ? 'medium' : 'low',
sourceDocIds: [],
confidence: 'LOW',
};
}
// ---------------------------------------------------------------------------
// Placeholder text builders โ structural fallbacks for when no document evidence
// is available for a SWOT quadrant. These are NOT the primary analysis text;
// they are only used when a stakeholder ร quadrant combination has no matching
// documents. In document-rich analyses, every SWOT entry is content-derived.
// Future LLM integration point: replace this function with an API call.
// ---------------------------------------------------------------------------
/**
* Build a structural fallback SWOT text from role ร quadrant ร topic ร domain.
* Used only when no document evidence exists for a particular quadrant;
* content-derived entries always take precedence over these placeholders.
* Each placeholder is contextualised with the focus topic and primary domain
* to keep entries relevant even without direct document backing.
*/
function buildPlaceholderText(
role: string,
quadrant: string,
topic: string | null,
domain: string | null,
lang: Language,
): string {
const topicFrag = topic ? ` (${topic})` : '';
const domainFrag = domain ? ` in ${domain}` : '';
// English composition โ other languages use the same structure for consistency
// Future AI integration point: replace this function with an LLM prompt.
const compositions: Record<string, Record<string, string>> = {
government: {
strengths: `Legislative authority and executive agenda-setting capacity${topicFrag}${domainFrag} through government propositions and statutory instruments`,
weaknesses: `Implementation timeline risks and resource allocation challenges${topicFrag}${domainFrag} requiring interagency coordination`,
opportunities: `EU regulatory alignment and international cooperation frameworks${topicFrag}${domainFrag} for policy advancement`,
threats: `Parliamentary opposition scrutiny and committee amendment risks${topicFrag}${domainFrag} that may delay or modify legislative outcomes`,
},
parliament: {
strengths: `Oversight mandate and cross-committee scrutiny capacity${topicFrag}${domainFrag} through committee reports and chamber debates`,
weaknesses: `Information asymmetry relative to executive branch${topicFrag}${domainFrag} on implementation details and classified material`,
opportunities: `Cross-party consensus-building and coalition amendment capacity${topicFrag}${domainFrag} to strengthen legislation`,
threats: `Government majority limiting effective amendment capacity${topicFrag}${domainFrag} in committee and chamber votes`,
},
'private-sector': {
strengths: `Domain expertise, operational capacity, and sector-specific knowledge${topicFrag}${domainFrag} influencing policy design`,
weaknesses: `Compliance adaptation burden and regulatory uncertainty${topicFrag}${domainFrag} creating planning challenges`,
opportunities: `Policy-driven investment, innovation potential, and market development${topicFrag}${domainFrag}`,
threats: `Rapid policy evolution and short implementation timelines${topicFrag}${domainFrag} creating competitive uncertainty`,
},
};
const roleCompositions = compositions[role] ?? compositions['government']!;
const text = roleCompositions[quadrant] ?? `Policy analysis${topicFrag}${domainFrag}`;
// Apply language-specific framing for non-English outputs
return applyLanguageFraming(text, lang, role, quadrant, topic, domain);
}
// ---------------------------------------------------------------------------
// SWOT composition builders (module-level constant โ hoisted from applyLanguageFraming)
// ---------------------------------------------------------------------------
type SwotRoleCompositions = Record<string, Record<string, string>>;
type SwotCompositionBuilder = (topicFrag: string, domainFrag: string) => SwotRoleCompositions;
/**
* Per-language SWOT placeholder composition builders.
* Covers sv, da, no, fi, de, fr, es, nl, ar, he, ja, ko, zh (13 non-English languages).
* English is handled by the caller (applyLanguageFraming returns enText directly).
* Languages not present fall back to English via the caller's default path.
*/
const SWOT_LANGUAGE_BUILDERS: Partial<Record<Language, { domainPrep: string; builder: SwotCompositionBuilder }>> = {
sv: {
domainPrep: 'inom',
builder: (tf, df) => ({
government: {
strengths: `Lagstiftningsbehรถrighet och exekutiv agendasรคttningskapacitet${tf}${df} genom propositioner och fรถrordningar`,
weaknesses: `Genomfรถranderisker och resursallokeringsutmaningar${tf}${df} som krรคver myndighetssamordning`,
opportunities: `EU-reglering och internationella samarbetsramverk${tf}${df} fรถr politikutveckling`,
threats: `Parlamentarisk oppositionsgranskning och utskottsรคndringsrisker${tf}${df} som kan fรถrdrรถja eller modifiera lagstiftningsresultat`,
},
parliament: {
strengths: `Tillsynsmandat och utskottsgranskning${tf}${df} genom betรคnkanden och kammardebatten`,
weaknesses: `Informationsasymmetri gentemot den exekutiva grenen${tf}${df} i genomfรถrandedetaljer`,
opportunities: `Konsensusbyggande รถver partigrรคnser${tf}${df} fรถr att stรคrka lagstiftning`,
threats: `Regeringsmajoriteten begrรคnsar effektiv รคndringskapacitet${tf}${df} i utskott och kammare`,
},
'private-sector': {
strengths: `Domรคnexpertis, operativ kapacitet och sektorsspecifik kunskap${tf}${df} som pรฅverkar policyutformning`,
weaknesses: `Efterlevnadsanpassningsbรถrda och regulatorisk osรคkerhet${tf}${df} som skapar planeringsutmaningar`,
opportunities: `Policydriven investering, innovationspotential och marknadsutveckling${tf}${df}`,
threats: `Snabb policyutveckling och korta genomfรถrandetidsplaner${tf}${df} skapar konkurrensmรคssig osรคkerhet`,
},
}),
},
da: {
domainPrep: 'inden for',
builder: (tf, df) => ({
government: {
strengths: `Lovgivningsmyndighed og dagsordensรฆttende kapacitet${tf}${df} gennem regeringsforslag og lovgivningsinstrumenter`,
weaknesses: `Implementeringsrisici og ressourceallokeringsudfordringer${tf}${df} der krรฆver tvรฆrministeriel koordinering`,
opportunities: `EU-reguleringstilpasning og internationale samarbejdsrammer${tf}${df} for politikudvikling`,
threats: `Parlamentarisk oppositionsgranskning og udvalgsรฆndringsrisici${tf}${df} der kan forsinke eller รฆndre lovgivningsresultater`,
},
parliament: {
strengths: `Tilsynsmandat og tvรฆrudvalgs-granskning${tf}${df} gennem betรฆnkninger og kammerdebatter`,
weaknesses: `Informationsasymmetri i forhold til den udรธvende magt${tf}${df} om implementeringsdetaljer`,
opportunities: `Konsensusopbygning pรฅ tvรฆrs af partier${tf}${df} for at styrke lovgivningen`,
threats: `Regeringsflertal begrรฆnser effektiv รฆndringskapacitet${tf}${df} i udvalg og kamre`,
},
'private-sector': {
strengths: `Domรฆneekspertise, operationel kapacitet og sektorspecifik viden${tf}${df} der pรฅvirker politikudformning`,
weaknesses: `Compliance-tilpasningsbyrde og regulatorisk usikkerhed${tf}${df} der skaber planlรฆgningsudfordringer`,
opportunities: `Politikdrevet investering, innovationspotentiale og markedsudvikling${tf}${df}`,
threats: `Hurtig politikudvikling og korte implementeringstidslinjer${tf}${df} der skaber konkurrencemรฆssig usikkerhed`,
},
}),
},
no: {
domainPrep: 'innen',
builder: (tf, df) => ({
government: {
strengths: `Lovgivningsmyndighet og dagsordensettende kapasitet${tf}${df} gjennom regjeringsforslag og lovgivningsinstrumenter`,
weaknesses: `Implementeringsrisikoer og ressursallokeringsutfordringer${tf}${df} som krever tverretatlig koordinering`,
opportunities: `EU-reguleringstilpasning og internasjonale samarbeidsrammer${tf}${df} for politikkutvikling`,
threats: `Parlamentarisk opposisjonsgranskning og komitรฉendringsrisikoer${tf}${df} som kan forsinke eller endre lovgivningsresultater`,
},
parliament: {
strengths: `Tilsynsmandat og tverrkomitรฉgranskning${tf}${df} gjennom komitรฉinnstillinger og kammerdebatter`,
weaknesses: `Informasjonsasymmetri overfor den utรธvende makt${tf}${df} om implementeringsdetaljer`,
opportunities: `Konsensusbygging pรฅ tvers av partier${tf}${df} for รฅ styrke lovgivningen`,
threats: `Regjeringsflertall begrenser effektiv endringskapasitet${tf}${df} i komiteer og kamre`,
},
'private-sector': {
strengths: `Domeneekspertise, operasjonell kapasitet og sektorspesifikk kunnskap${tf}${df} som pรฅvirker politikkutforming`,
weaknesses: `Etterlevelsestilpasningsbyrde og regulatorisk usikkerhet${tf}${df} som skaper planleggingsutfordringer`,
opportunities: `Politikkdrevet investering, innovasjonspotensial og markedsutvikling${tf}${df}`,
threats: `Rask politikkutvikling og korte implementeringstidslinjer${tf}${df} som skaper konkurransemessig usikkerhet`,
},
}),
},
fi: {
domainPrep: 'alueella',
builder: (tf, df) => ({
government: {
strengths: `Lainsรครคdรคntรถvalta ja toimeenpanovallan agendanasettamiskyky${tf}${df} hallituksen esitysten ja asetusten kautta`,
weaknesses: `Tรคytรคntรถรถnpanoriskit ja resurssien kohdentamishaasteet${tf}${df} edellyttรคvรคt hallinnonalojen vรคlistรค koordinointia`,
opportunities: `EU-sรครคntelyn yhdenmukaistaminen ja kansainvรคliset yhteistyรถkehykset${tf}${df} politiikan edistรคmiseksi`,
threats: `Eduskuntaopposition valvonta ja valiokunnan muutosriskit${tf}${df} voivat viivรคstyttรครค tai muuttaa lainsรครคdรคntรถtuloksia`,
},
parliament: {
strengths: `Valvontamandaatti ja valiokuntien vรคlinen tarkastelu${tf}${df} mietintรถjen ja tรคysistuntokeskustelujen kautta`,
weaknesses: `Tietoepรคsymmetria toimeenpanovallan suhteen${tf}${df} tรคytรคntรถรถnpanon yksityiskohdissa`,
opportunities: `Puoluerajat ylittรคvรค konsensuksen rakentaminen${tf}${df} lainsรครคdรคnnรถn vahvistamiseksi`,
threats: `Hallituksen enemmistรถ rajoittaa tehokasta muutoskykyรค${tf}${df} valiokunnissa ja tรคysistunnoissa`,
},
'private-sector': {
strengths: `Alan asiantuntemus, operatiivinen kapasiteetti ja sektorikohtainen tieto${tf}${df} vaikuttavat politiikan suunnitteluun`,
weaknesses: `Sรครคdรถsten noudattamisen sopeutumisrasite ja sรครคntely-epรคvarmuus${tf}${df} luovat suunnitteluhaasteita`,
opportunities: `Politiikkalรคhtรถinen investointi, innovaatiopotentiaali ja markkinakehitys${tf}${df}`,
threats: `Nopea politiikkakehitys ja lyhyet tรคytรคntรถรถnpanoaikataulut${tf}${df} luovat kilpailullista epรคvarmuutta`,
},
}),
},
de: {
domainPrep: 'im Bereich',
builder: (tf, df) => ({
government: {
strengths: `Gesetzgebungskompetenz und exekutive Agenda-Setting-Kapazitรคt${tf}${df} durch Regierungsvorlagen und Verordnungen`,
weaknesses: `Umsetzungsrisiken und Ressourcenallokationsherausforderungen${tf}${df} die behรถrdenรผbergreifende Koordinierung erfordern`,
opportunities: `EU-Regulierungsanpassung und internationale Kooperationsrahmen${tf}${df} fรผr Politikentwicklung`,
threats: `Parlamentarische Oppositionsprรผfung und Ausschussรคnderungsrisiken${tf}${df} die Gesetzgebungsergebnisse verzรถgern oder รคndern kรถnnen`,
},
parliament: {
strengths: `Aufsichtsmandat und ausschussรผbergreifende Prรผfung${tf}${df} durch Berichte und Kammerdebatten`,
weaknesses: `Informationsasymmetrie gegenรผber der Exekutive${tf}${df} bei Umsetzungsdetails`,
opportunities: `Parteiรผbergreifender Konsensaufbau${tf}${df} zur Stรคrkung der Gesetzgebung`,
threats: `Regierungsmehrheit beschrรคnkt effektive รnderungskapazitรคt${tf}${df} in Ausschรผssen und Kammern`,
},
'private-sector': {
strengths: `Fachkompetenz, operative Kapazitรคt und branchenspezifisches Wissen${tf}${df} mit Einfluss auf Politikgestaltung`,
weaknesses: `Compliance-Anpassungslast und regulatorische Unsicherheit${tf}${df} die Planungsherausforderungen schaffen`,
opportunities: `Politikgetriebene Investitionen, Innovationspotenzial und Marktentwicklung${tf}${df}`,
threats: `Schnelle Politikentwicklung und kurze Umsetzungsfristen${tf}${df} schaffen wettbewerbliche Unsicherheit`,
},
}),
},
fr: {
domainPrep: 'dans le domaine',
builder: (tf, df) => ({
government: {
strengths: `Autoritรฉ lรฉgislative et capacitรฉ d'รฉtablissement de l'agenda exรฉcutif${tf}${df} ร travers propositions et instruments rรฉglementaires`,
weaknesses: `Risques de mise en ลuvre et dรฉfis d'allocation des ressources${tf}${df} nรฉcessitant une coordination interministรฉrielle`,
opportunities: `Alignement rรฉglementaire UE et cadres de coopรฉration internationale${tf}${df} pour le dรฉveloppement politique`,
threats: `Contrรดle de l'opposition parlementaire et risques d'amendement en commission${tf}${df} pouvant retarder ou modifier les rรฉsultats lรฉgislatifs`,
},
parliament: {
strengths: `Mandat de surveillance et examen transversal en commission${tf}${df} ร travers rapports et dรฉbats en sรฉance`,
weaknesses: `Asymรฉtrie d'information face au pouvoir exรฉcutif${tf}${df} sur les dรฉtails de mise en ลuvre`,
opportunities: `Construction de consensus transpartisan${tf}${df} pour renforcer la lรฉgislation`,
threats: `La majoritรฉ gouvernementale limite la capacitรฉ effective d'amendement${tf}${df} en commission et en sรฉance`,
},
'private-sector': {
strengths: `Expertise sectorielle, capacitรฉ opรฉrationnelle et connaissances spรฉcifiques${tf}${df} influenรงant l'รฉlaboration des politiques`,
weaknesses: `Charge d'adaptation ร la conformitรฉ et incertitude rรฉglementaire${tf}${df} crรฉant des dรฉfis de planification`,
opportunities: `Investissement guidรฉ par les politiques, potentiel d'innovation et dรฉveloppement de marchรฉ${tf}${df}`,
threats: `รvolution rapide des politiques et dรฉlais de mise en ลuvre courts${tf}${df} crรฉant une incertitude concurrentielle`,
},
}),
},
es: {
domainPrep: 'en el รกmbito de',
builder: (tf, df) => ({
government: {
strengths: `Autoridad legislativa y capacidad ejecutiva de establecimiento de agenda${tf}${df} mediante proposiciones y instrumentos normativos`,
weaknesses: `Riesgos de implementaciรณn y desafรญos de asignaciรณn de recursos${tf}${df} que requieren coordinaciรณn interinstitucional`,
opportunities: `Alineaciรณn regulatoria de la UE y marcos de cooperaciรณn internacional${tf}${df} para el avance polรญtico`,
threats: `Escrutinio de la oposiciรณn parlamentaria y riesgos de enmienda en comisiรณn${tf}${df} que pueden retrasar o modificar resultados legislativos`,
},
parliament: {
strengths: `Mandato de supervisiรณn y escrutinio transversal en comisiรณn${tf}${df} mediante informes y debates en pleno`,
weaknesses: `Asimetrรญa de informaciรณn frente al poder ejecutivo${tf}${df} en detalles de implementaciรณn`,
opportunities: `Construcciรณn de consenso entre partidos${tf}${df} para fortalecer la legislaciรณn`,
threats: `La mayorรญa gubernamental limita la capacidad efectiva de enmienda${tf}${df} en comisiรณn y pleno`,
},
'private-sector': {
strengths: `Experiencia sectorial, capacidad operativa y conocimiento especรญfico${tf}${df} que influye en el diseรฑo de polรญticas`,
weaknesses: `Carga de adaptaciรณn al cumplimiento e incertidumbre regulatoria${tf}${df} que genera desafรญos de planificaciรณn`,
opportunities: `Inversiรณn impulsada por polรญticas, potencial de innovaciรณn y desarrollo de mercado${tf}${df}`,
threats: `Evoluciรณn rรกpida de polรญticas y plazos de implementaciรณn cortos${tf}${df} que generan incertidumbre competitiva`,
},
}),
},
nl: {
domainPrep: 'op het gebied van',
builder: (tf, df) => ({
government: {
strengths: `Wetgevende bevoegdheid en uitvoerende agendabepalende capaciteit${tf}${df} via wetsvoorstellen en regelgevende instrumenten`,
weaknesses: `Implementatierisico's en uitdagingen bij toewijzing van middelen${tf}${df} die interdepartementale coรถrdinatie vereisen`,
opportunities: `EU-regelgevingsafstemming en internationale samenwerkingskaders${tf}${df} voor beleidsontwikkeling`,
threats: `Parlementaire oppositiecontrole en commissieamenderingsrisico's${tf}${df} die wetgevingsresultaten kunnen vertragen of wijzigen`,
},
parliament: {
strengths: `Toezichtsmandaat en commissie-overstijgend onderzoek${tf}${df} via rapporten en Kamerdebatten`,
weaknesses: `Informatieasymmetrie ten opzichte van de uitvoerende macht${tf}${df} over implementatiedetails`,
opportunities: `Partijoverstijgende consensusvorming${tf}${df} om wetgeving te versterken`,
threats: `Regeringsmeerderheid beperkt effectieve wijzigingscapaciteit${tf}${df} in commissies en Kamer`,
},
'private-sector': {
strengths: `Domeinexpertise, operationele capaciteit en sectorspecifieke kennis${tf}${df} die beleidsontwerp beรฏnvloeden`,
weaknesses: `Nalevingsaanpassingslast en regelgevende onzekerheid${tf}${df} die planningsuitdagingen creรซren`,
opportunities: `Beleidsgedreven investeringen, innovatiepotentieel en marktontwikkeling${tf}${df}`,
threats: `Snelle beleidsontwikkeling en korte implementatietijdlijnen${tf}${df} die concurrentieonzekerheid creรซren`,
},
}),
},
ar: {
domainPrep: 'ูู ู
ุฌุงู',
builder: (tf, df) => ({
government: {
strengths: `ุงูุณูุทุฉ ุงูุชุดุฑูุนูุฉ ููุฏุฑุฉ ูุถุน ุงูุฃุฌูุฏุฉ ุงูุชูููุฐูุฉ${tf}${df} ู
ู ุฎูุงู ู
ูุชุฑุญุงุช ุงูุญููู
ุฉ ูุงูุฃุฏูุงุช ุงููุงููููุฉ`,
weaknesses: `ู
ุฎุงุทุฑ ุงูุชูููุฐ ูุชุญุฏูุงุช ุชุฎุตูุต ุงูู
ูุงุฑุฏ${tf}${df} ุงูุชู ุชุชุทูุจ ุงูุชูุณูู ุจูู ุงูููุงูุงุช`,
opportunities: `ุงูุชูุงูู ุงูุชูุธูู
ู ู
ุน ุงูุงุชุญุงุฏ ุงูุฃูุฑูุจู ูุฃุทุฑ ุงูุชุนุงูู ุงูุฏููู${tf}${df} ูุชุทููุฑ ุงูุณูุงุณุงุช`,
threats: `ุฑูุงุจุฉ ุงูู
ุนุงุฑุถุฉ ุงูุจุฑูู
ุงููุฉ ูู
ุฎุงุทุฑ ุงูุชุนุฏูู ูู ุงููุฌุงู${tf}${df} ุงูุชู ูุฏ ุชุคุฎุฑ ุฃู ุชุนุฏู ุงููุชุงุฆุฌ ุงูุชุดุฑูุนูุฉ`,
},
parliament: {
strengths: `ุชูููุถ ุงูุฑูุงุจุฉ ูุงูุชุฏููู ุนุจุฑ ุงููุฌุงู${tf}${df} ู
ู ุฎูุงู ุงูุชูุงุฑูุฑ ูุงูู
ูุงูุดุงุช ุงูุจุฑูู
ุงููุฉ`,
weaknesses: `ุนุฏู
ุชู
ุงุซู ุงูู
ุนููู
ุงุช ู
ูุงุฑูุฉ ุจุงูุณูุทุฉ ุงูุชูููุฐูุฉ${tf}${df} ูู ุชูุงุตูู ุงูุชูููุฐ`,
opportunities: `ุจูุงุก ุงูุชูุงูู ุนุจุฑ ุงูุฃุญุฒุงุจ${tf}${df} ูุชุนุฒูุฒ ุงูุชุดุฑูุนุงุช`,
threats: `ุงูุฃุบูุจูุฉ ุงูุญููู
ูุฉ ุชุญุฏ ู
ู ูุฏุฑุฉ ุงูุชุนุฏูู ุงููุนุงูุฉ${tf}${df} ูู ุงููุฌุงู ูุงูุฌูุณุงุช ุงูุนุงู
ุฉ`,
},
'private-sector': {
strengths: `ุงูุฎุจุฑุฉ ุงููุทุงุนูุฉ ูุงููุฏุฑุฉ ุงูุชุดุบูููุฉ ูุงูู
ุนุฑูุฉ ุงูู
ุชุฎุตุตุฉ${tf}${df} ุงูุชู ุชุคุซุฑ ุนูู ุชุตู
ูู
ุงูุณูุงุณุงุช`,
weaknesses: `ุนุจุก ุงูุชููู ู
ุน ุงูุงู
ุชุซุงู ูุนุฏู
ุงููููู ุงูุชูุธูู
ู${tf}${df} ู
ู
ุง ูุฎูู ุชุญุฏูุงุช ูู ุงูุชุฎุทูุท`,
opportunities: `ุงุณุชุซู
ุงุฑ ู
ุฏููุน ุจุงูุณูุงุณุงุช ูุฅู
ูุงูุงุช ุงูุงุจุชูุงุฑ ูุชุทููุฑ ุงูุณูู${tf}${df}`,
threats: `ุชุทูุฑ ุณุฑูุน ููุณูุงุณุงุช ูุฌุฏุงูู ุฒู
ููุฉ ูุตูุฑุฉ ููุชูููุฐ${tf}${df} ุชุฎูู ุนุฏู
ูููู ุชูุงูุณู`,
},
}),
},
he: {
domainPrep: 'ืืชืืื',
builder: (tf, df) => ({
government: {
strengths: `ืกืืืืช ืืงืืงื ืืืืืืช ืงืืืขืช ืกืืจ ืืื ืืืฆืืขื${tf}${df} ืืืืฆืขืืช ืืฆืขืืช ืืืฉืื ืืืืฉืืจืื ืืืงืืื`,
weaknesses: `ืกืืืื ื ืืืฉืื ืืืชืืจื ืืงืฆืืช ืืฉืืืื${tf}${df} ืืืืจืฉืื ืชืืืื ืืื-ืืฉืจืื`,
opportunities: `ืืชืืื ืืจืืืืฆืื ืฉื ืืืืืื ืืืืจืืคื ืืืกืืจืืช ืฉืืชืืฃ ืคืขืืื ืืื ืืืืื${tf}${df} ืืงืืืื ืืืื ืืืช`,
threats: `ืืืงืืจืช ืืืคืืืืฆืื ืคืจืืื ืืจืืช ืืกืืืื ื ืชืืงืื ืืืืขืืืช${tf}${df} ืืขืืืืื ืืขืื ืื ืืฉื ืืช ืชืืฆืืืช ืืงืืงื`,
},
parliament: {
strengths: `ืื ืื ืคืืงืื ืืืืื ื ืืืฆืช-ืืขืืืช${tf}${df} ืืืืฆืขืืช ืืืืืช ืืืืื ืื ืืืืืื`,
weaknesses: `ืื-ืกืืืืจืืืช ืืืืข ืืื ืืจืฉืืช ืืืืฆืขืช${tf}${df} ืืคืจืื ืืืฉืื`,
opportunities: `ืื ืืืช ืงืื ืฆื ืืืก ืืืฆื-ืืคืืืืช${tf}${df} ืืืืืืง ืืืงืืงื`,
threats: `ืจืื ืืืฉืืชื ืืืืื ืืืืืช ืชืืงืื ืืคืงืืืืืช${tf}${df} ืืืืขืืืช ืืืืืืื`,
},
'private-sector': {
strengths: `ืืืืืืืช ืชืืืืืช, ืืืืืช ืชืคืขืืืืช ืืืืข ืขื ืคื-ืกืคืฆืืคื${tf}${df} ืืืฉืคืืขืื ืขื ืขืืฆืื ืืืื ืืืช`,
weaknesses: `ื ืื ืืชืืื ืืฆืืืช ืืื-ืืืืืช ืจืืืืืืจืืช${tf}${df} ืืืืฆืจืื ืืชืืจื ืชืื ืื`,
opportunities: `ืืฉืงืขื ืืื ืขืช-ืืืื ืืืช, ืคืืื ืฆืืื ืืืฉื ืืช ืืคืืชืื ืฉืืง${tf}${df}`,
threats: `ืืชืคืชืืืช ืืืืจื ืฉื ืืืื ืืืช ืืืืืืช ืืื ืื ืงืฆืจืื ืืืืฉืื${tf}${df} ืืืฆืจืื ืื-ืืืืืช ืชืืจืืชืืช`,
},
}),
},
ja: {
domainPrep: 'ใฎๅ้ใซใใใ',
builder: (tf, df) => ({
government: {
strengths: `็ซๆณๆจฉ้ใจ่กๆฟใขใธใงใณใ่จญๅฎ่ฝๅ${tf}${df}๏ผๆฟๅบๆๆกใจๆณ็ๆๆฎตใ้ใใฆ๏ผ`,
weaknesses: `ๅฎๆฝใชในใฏใจใชใฝใผใน้
ๅใฎ่ชฒ้ก${tf}${df}๏ผ็ๅบ้ใฎ่ชฟๆดใๅฟ
่ฆ๏ผ`,
opportunities: `EU่ฆๅถใฎๆดๅๆงใจๅฝ้ๅๅใฎๆ ็ตใฟ${tf}${df}๏ผๆฟ็ญๆจ้ฒใฎใใ๏ผ`,
threats: `่ญฐไผ้ๅ
ใฎ็ฃ่ฆใจๅงๅกไผไฟฎๆญฃใชในใฏ${tf}${df}๏ผ็ซๆณๆๆใ้
ๅปถใปไฟฎๆญฃใใๅฏ่ฝๆง๏ผ`,
},
parliament: {
strengths: `็ฃ่ฆๆจฉ้ใจๅงๅกไผๆจชๆญ็ๅฏฉๆป${tf}${df}๏ผๅ ฑๅๆธใจๆฌไผ่ญฐ่จ่ซใ้ใใฆ๏ผ`,
weaknesses: `่กๆฟๅบใซๅฏพใใๆ
ๅ ฑใฎ้ๅฏพ็งฐๆง${tf}${df}๏ผๅฎๆฝ่ฉณ็ดฐใซใคใใฆ๏ผ`,
opportunities: `ๅ
ๆดพใ่ถ
ใใๅๆๅฝขๆ${tf}${df}๏ผ็ซๆณใๅผทๅใใใใ๏ผ`,
threats: `ๆฟๅบๅคๆฐๆดพใๆๅนใชไฟฎๆญฃ่ฝๅใๅถ้${tf}${df}๏ผๅงๅกไผใจๆฌไผ่ญฐใง๏ผ`,
},
'private-sector': {
strengths: `ๅฐ้็ฅ่ญใ้ๅถ่ฝๅใๆฅญ็ๅบๆใฎ็ฅ่ญ${tf}${df}๏ผๆฟ็ญ่จญ่จใซๅฝฑ้ฟ๏ผ`,
weaknesses: `ใณใณใใฉใคใขใณใน้ฉๅฟ่ฒ ๆ
ใจ่ฆๅถใฎไธ็ขบๅฎๆง${tf}${df}๏ผ่จ็ปไธใฎ่ชฒ้กใ็ๆ๏ผ`,
opportunities: `ๆฟ็ญไธปๅฐใฎๆ่ณใใคใใใผใทใงใณๅฏ่ฝๆงใๅธๅ ด้็บ${tf}${df}`,
threats: `ๆฅ้ใชๆฟ็ญๅฑ้ใจ็ญใๅฎๆฝๆ้${tf}${df}๏ผ็ซถไบไธใฎไธ็ขบๅฎๆงใ็ๆ๏ผ`,
},
}),
},
ko: {
domainPrep: '๋ถ์ผ์์',
builder: (tf, df) => ({
government: {
strengths: `์
๋ฒ ๊ถํ๊ณผ ํ์ ๋ถ ์์ ์ค์ ์ญ๋${tf}${df} (์ ๋ถ ์ ์๊ณผ ๋ฒ์ ์๋จ์ ํตํด)`,
weaknesses: `์ํ ๋ฆฌ์คํฌ์ ์์ ๋ฐฐ๋ถ ๊ณผ์ ${tf}${df} (๋ถ์ฒ ๊ฐ ์กฐ์ ํ์)`,
opportunities: `EU ๊ท์ ์กฐํ์ ๊ตญ์ ํ๋ ฅ ์ฒด๊ณ${tf}${df} (์ ์ฑ
๋ฐ์ ์ ์ํด)`,
threats: `์ํ ์ผ๋น ๊ฐ์์ ์์ํ ์์ ๋ฆฌ์คํฌ${tf}${df} (์
๋ฒ ๊ฒฐ๊ณผ๋ฅผ ์ง์ฐ ๋๋ ๋ณ๊ฒฝ ๊ฐ๋ฅ)`,
},
parliament: {
strengths: `๊ฐ๋
๊ถํ๊ณผ ์์ํ ๊ฐ ์ฌ์ฌ${tf}${df} (๋ณด๊ณ ์์ ๋ณธํ์ ํ ๋ก ์ ํตํด)`,
weaknesses: `ํ์ ๋ถ์ ๋ํ ์ ๋ณด ๋น๋์นญ${tf}${df} (์ํ ์ธ๋ถ์ฌํญ์ ๋ํด)`,
opportunities: `์ด๋น์ ํฉ์ ํ์ฑ${tf}${df} (์
๋ฒ ๊ฐํ๋ฅผ ์ํด)`,
threats: `์ ๋ถ ๋ค์๋น์ด ํจ๊ณผ์ ์์ ์ญ๋์ ์ ํ${tf}${df} (์์ํ์ ๋ณธํ์์์)`,
},
'private-sector': {
strengths: `์ ๋ฌธ ์ง์, ์ด์ ์ญ๋, ์
์ข
๋ณ ์ง์${tf}${df} (์ ์ฑ
์ค๊ณ์ ์ํฅ)`,
weaknesses: `์ปดํ๋ผ์ด์ธ์ค ์ ์ ๋ถ๋ด๊ณผ ๊ท์ ๋ถํ์ค์ฑ${tf}${df} (๊ณํ ์๋ฆฝ ๊ณผ์ ์ผ๊ธฐ)`,
opportunities: `์ ์ฑ
์ฃผ๋ ํฌ์, ํ์ ์ ์ฌ๋ ฅ, ์์ฅ ๊ฐ๋ฐ${tf}${df}`,
threats: `๋น ๋ฅธ ์ ์ฑ
๋ณํ์ ์งง์ ์ํ ๊ธฐํ${tf}${df} (๊ฒฝ์ ๋ถํ์ค์ฑ ์ผ๊ธฐ)`,
},
}),
},
zh: {
domainPrep: '้ขๅ',
builder: (tf, df) => ({
government: {
strengths: `็ซๆณๆๅๅ่กๆฟ่ฎฎ็จ่ฎพๅฎ่ฝๅ${tf}${df}๏ผ้่ฟๆฟๅบๆๆกๅๆณๅพๆไนฆ๏ผ`,
weaknesses: `ๅฎๆฝ้ฃ้ฉๅ่ตๆบๅ้
ๆๆ${tf}${df}๏ผ้่ฆ่ทจ้จ้จๅ่ฐ๏ผ`,
opportunities: `ๆฌง็็็ฎกๅ่ฐๅๅฝ้
ๅไฝๆกๆถ${tf}${df}๏ผๆจๅจๆฟ็ญๅๅฑ๏ผ`,
threats: `่ฎฎไผๅๅฏนๆดพๅฎกๆฅๅๅงๅไผไฟฎๆน้ฃ้ฉ${tf}${df}๏ผๅฏ่ฝๅปถ่ฟๆไฟฎๆน็ซๆณๆๆ๏ผ`,
},
parliament: {
strengths: `็็ฃๆ้ๅ่ทจๅงๅไผๅฎกๆฅ${tf}${df}๏ผ้่ฟๆฅๅๅๅ
จไฝไผ่ฎฎ่พฉ่ฎบ๏ผ`,
weaknesses: `็ธๅฏน่กๆฟ้จ้จ็ไฟกๆฏไธๅฏน็งฐ${tf}${df}๏ผๅจๅฎๆฝ็ป่ๆน้ข๏ผ`,
opportunities: `่ทจๅ
ๆดพๅ
ฑ่ฏๆๅปบ${tf}${df}๏ผๅ ๅผบ็ซๆณ๏ผ`,
threats: `ๆฟๅบๅคๆฐ้ๅถๆๆไฟฎๆน่ฝๅ${tf}${df}๏ผๅจๅงๅไผๅๅ
จไฝไผ่ฎฎไธญ๏ผ`,
},
'private-sector': {
strengths: `้ขๅไธ้ฟใ่ฟ่ฅ่ฝๅๅ่กไธไธไธ็ฅ่ฏ${tf}${df}๏ผๅฝฑๅๆฟ็ญ่ฎพ่ฎก๏ผ`,
weaknesses: `ๅ่ง้ๅบ่ดๆ
ๅ็็ฎกไธ็กฎๅฎๆง${tf}${df}๏ผ้ ๆ่งๅๆๆ๏ผ`,
opportunities: `ๆฟ็ญ้ฉฑๅจๆ่ตใๅๆฐๆฝๅๅๅธๅบๅๅฑ${tf}${df}`,
threats: `ๅฟซ้ๆฟ็ญๆผๅๅ็ดง่ฟซ็ๅฎๆฝๆถ้ด่กจ${tf}${df}๏ผ้ ๆ็ซไบไธ็กฎๅฎๆง๏ผ`,
},
}),
},
};
/**
* Apply language-specific framing to a placeholder text.
* Provides localised SWOT placeholder compositions for all 14 supported languages
* so non-English articles render in their target language.
*/
function applyLanguageFraming(
enText: string,
lang: Language,
role: string,
quadrant: string,
topic: string | null,
domain: string | null,
): string {
if (lang === 'en') return enText;
const entry = SWOT_LANGUAGE_BUILDERS[lang];
if (entry) {
const topicFrag = topic ? ` (${topic})` : '';
const domainFrag = domain ? ` ${entry.domainPrep} ${domain}` : '';
const compositions = entry.builder(topicFrag, domainFrag);
const roleComposition = compositions[role] ?? compositions['government']!;
const text = roleComposition[quadrant];
if (text) return text;
}
// Fallback to English for any unlisted language
return enText;
}
// ---------------------------------------------------------------------------
// Policy assessment builder
// ---------------------------------------------------------------------------
function buildPolicyAssessment(
docs: RawDocument[],
topic: string | null,
lang: Language,
): PolicyAssessment {
const allDomains = new Set<string>();
docs.forEach(d => detectPolicyDomains(d, lang).forEach(dom => allDomains.add(dom)));
const domains = [...allDomains].slice(0, 8);
const primaryDomain = domains[0] ?? null;
const metadataEnrichedCount = docs.filter(isMetadataEnriched).length;
const fullTextCount = docs.filter(hasFullTextContent).length;
// Confidence baseline: 40 (raw metadata), 60 (metadata-enriched), 80 (full-text available)
const baseConfidence = fullTextCount > 0 ? 80 : metadataEnrichedCount > 0 ? 60 : 40;
const confidence = assessConfidenceLevel(docs.length, baseConfidence);
// Build a narrative from available evidence โ topic + primary domain + document count
// Use "full text" wording only when fullTextCount > 0; fall back to "metadata" wording
const docsLabelFn = DASHBOARD_DOCS_ANALYSED[lang] ?? DASHBOARD_DOCS_ANALYSED.en!;
let evidenceDesc: string;
if (fullTextCount > 0) {
const fullTextFn = NARRATIVE_WITH_FULL_TEXT[lang] ?? NARRATIVE_WITH_FULL_TEXT.en!;
evidenceDesc = fullTextFn(docs.length, fullTextCount);
} else if (metadataEnrichedCount > 0) {
const metadataFn = NARRATIVE_WITH_METADATA[lang] ?? NARRATIVE_WITH_METADATA.en!;
evidenceDesc = metadataFn(docs.length, metadataEnrichedCount);
} else {
evidenceDesc = docsLabelFn(docs.length);
}
const analysisOf = NARRATIVE_ANALYSIS_OF[lang] ?? NARRATIVE_ANALYSIS_OF.en!;
const reveals = NARRATIVE_REVEALS[lang] ?? NARRATIVE_REVEALS.en!;
const policyActivity = NARRATIVE_POLICY_ACTIVITY[lang] ?? NARRATIVE_POLICY_ACTIVITY.en!;
const parlActivity = NARRATIVE_PARLIAMENTARY_ACTIVITY[lang] ?? NARRATIVE_PARLIAMENTARY_ACTIVITY.en!;
const focusLabel = NARRATIVE_FOCUS[lang] ?? NARRATIVE_FOCUS.en!;
const domainList = domains.slice(0, 3).join(', ');
const activityPhrase = domains.length > 0
? `${policyActivity} ${domainList}`
: parlActivity;
const topicPhrase = topic ? ` ${focusLabel} ${topic}` : '';
const narrative = `${analysisOf} ${evidenceDesc} ${reveals} ${activityPhrase}${topicPhrase}.`;
return { domains, primaryDomain, narrative, confidence };
}
// ---------------------------------------------------------------------------
// Watch point builder
// ---------------------------------------------------------------------------
function buildWatchPoints(
docs: RawDocument[],
topic: string | null,
lang: Language,
): AnalysisWatchPoint[] {
const points: AnalysisWatchPoint[] = [];
const propDocs = docs.filter(d => docType(d) === 'prop');
const betDocs = docs.filter(d => docType(d) === 'bet');
const motDocs = docs.filter(d => docType(d) === 'mot');
const sfsDocs = docs.filter(isSfsDoc);
const euDocs = docs.filter(d => docType(d) === 'fpm' || docType(d) === 'eu');
const topicSuffix = topic ? ` (${topic})` : '';
if (propDocs.length > 0) {
const titles = propDocs.slice(0, 2).map(d => docTitle(d)).join('; ');
const descFn = WP_PROPS_DESC[lang] ?? WP_PROPS_DESC.en!;
points.push({
title: `${WP_ACTIVE_PROPS[lang] ?? WP_ACTIVE_PROPS.en!}${topicSuffix}`,
description: `${descFn(propDocs.length)}: ${titles}`,
urgency: 'high',
sourceDocIds: propDocs.map(docId).filter(Boolean),
});
}
if (betDocs.length > 0) {
const descFn = WP_COMMITTEE_DESC[lang] ?? WP_COMMITTEE_DESC.en!;
points.push({
title: `${WP_COMMITTEE[lang] ?? WP_COMMITTEE.en!}${topicSuffix}`,
description: `${descFn(betDocs.length)}${topicSuffix}`,
urgency: 'high',
sourceDocIds: betDocs.map(docId).filter(Boolean),
});
}
if (sfsDocs.length > 0) {
const descFn = WP_SFS_DESC[lang] ?? WP_SFS_DESC.en!;
points.push({
title: `${WP_SFS[lang] ?? WP_SFS.en!}${topicSuffix}`,
description: descFn(sfsDocs.length),
urgency: 'critical',
sourceDocIds: sfsDocs.map(docId).filter(Boolean),
});
}
if (motDocs.length > 0) {
const descFn = WP_MOTIONS_DESC[lang] ?? WP_MOTIONS_DESC.en!;
points.push({
title: `${WP_MOTIONS[lang] ?? WP_MOTIONS.en!}${topicSuffix}`,
description: `${descFn(motDocs.length)}${topicSuffix}`,
urgency: 'medium',
sourceDocIds: motDocs.map(docId).filter(Boolean),
});
}
if (euDocs.length > 0) {
const descFn = WP_EU_DESC[lang] ?? WP_EU_DESC.en!;
points.push({
title: `${WP_EU[lang] ?? WP_EU.en!}${topicSuffix}`,
description: descFn(euDocs.length),
urgency: 'medium',
sourceDocIds: euDocs.map(docId).filter(Boolean),
});
}
// Detect narrative frames for additional watch points
const allFrames = new Set<string>();
docs.slice(0, 10).forEach(d => detectNarrativeFrames(d).forEach(f => allFrames.add(f)));
if (allFrames.size > 0) {
const frameList = [...allFrames].slice(0, 3).join(', ');
points.push({
title: WP_NARRATIVE[lang] ?? WP_NARRATIVE.en!,
description: `${WP_NARRATIVE_DESC[lang] ?? WP_NARRATIVE_DESC.en!}${frameList}`,
urgency: 'low',
sourceDocIds: [],
});
}
return points;
}
// ---------------------------------------------------------------------------
// Mindmap branch builder
// ---------------------------------------------------------------------------
function buildMindmapBranches(
docs: RawDocument[],
topic: string | null,
domains: string[],
lang: Language,
): AnalysisMindmapBranch[] {
const branches: AnalysisMindmapBranch[] = [];
// Document type branch
const typeCounts: Record<string, number> = {};
docs.forEach(d => {
const t = normalizedDocType(d);
typeCounts[t] = (typeCounts[t] || 0) + 1;
});
const typeKeys = Object.keys(typeCounts);
if (typeKeys.length > 0) {
branches.push({
label: docTypesLabel(lang),
color: 'cyan',
icon: '๐',
items: typeKeys.map(t => `${localizeDocType(t, lang, typeCounts[t] ?? 0)} (${typeCounts[t] ?? 0})`),
});
}
// Policy domains branch
if (domains.length > 0) {
branches.push({
label: policyDomainsLabel(lang),
color: 'green',
icon: '๐๏ธ',
items: domains,
});
}
// Stakeholder branch
branches.push({
label: stakeholdersLabel(lang),
color: 'yellow',
icon: '๐ฅ',
items: [
GOV_NAMES[lang] ?? GOV_NAMES.en!,
OPP_NAMES[lang] ?? OPP_NAMES.en!,
PRIVATE_NAMES[lang] ?? PRIVATE_NAMES.en!,
],
});
// Data sources branch
branches.push({
label: DATA_SOURCE_LABELS[lang] ?? DATA_SOURCE_LABELS.en!,
color: 'purple',
icon: '๐',
items: DATA_SOURCE_ITEMS[lang] ?? DATA_SOURCE_ITEMS.en!,
});
// Topic-derived focus branch (only when topic is provided)
if (topic) {
const allFrames = new Set<string>();
docs.slice(0, 15).forEach(d => detectNarrativeFrames(d).forEach(f => allFrames.add(f)));
if (allFrames.size > 0) {
branches.push({
label: narrativeFramesLabel(lang),
color: 'orange',
icon: '๐ฏ',
items: [...allFrames].slice(0, 6),
});
}
}
return branches;
}
// Localised section labels
function docTypesLabel(lang: Language): string {
const m: LangRecord = { en: 'Document Types', sv: 'Dokumenttyper', da: 'Dokumenttyper', no: 'Dokumenttyper', fi: 'Asiakirjatyypit', de: 'Dokumenttypen', fr: 'Types de documents', es: 'Tipos de documentos', nl: 'Documenttypen', ar: 'ุฃููุงุน ุงููุซุงุฆู', he: 'ืกืืื ืืกืืืื', ja: 'ๆๆธ็จฎ้ก', ko: '๋ฌธ์ ์ ํ', zh: 'ๆไปถ็ฑปๅ' };
return m[lang] ?? m.en!;
}
function policyDomainsLabel(lang: Language): string {
const m: LangRecord = { en: 'Policy Domains', sv: 'Politikomrรฅden', da: 'Politikomrรฅder', no: 'Politikkomrรฅder', fi: 'Politiikka-alueet', de: 'Politikbereiche', fr: 'Domaines politiques', es: 'รreas de polรญtica', nl: 'Beleidsdomeinen', ar: 'ู
ุฌุงูุงุช ุงูุณูุงุณุฉ', he: 'ืชืืืื ืืืื ืืืช', ja: 'ๆฟ็ญๅ้', ko: '์ ์ฑ
์์ญ', zh: 'ๆฟ็ญ้ขๅ' };
return m[lang] ?? m.en!;
}
function stakeholdersLabel(lang: Language): string {
const m: LangRecord = { en: 'Stakeholders', sv: 'Intressenter', da: 'Interessenter', no: 'Interessenter', fi: 'Sidosryhmรคt', de: 'Stakeholder', fr: 'Parties prenantes', es: 'Partes interesadas', nl: 'Belanghebbenden', ar: 'ุฃุตุญุงุจ ุงูู
ุตูุญุฉ', he: 'ืืขืื ืขื ืืื', ja: 'ในใใผใฏใใซใใผ', ko: '์ดํด๊ด๊ณ์', zh: 'ๅฉ็็ธๅ
ณ่
' };
return m[lang] ?? m.en!;
}
function narrativeFramesLabel(lang: Language): string {
const m: LangRecord = { en: 'Narrative Frames', sv: 'Narrativa ramar', da: 'Narrative rammer', no: 'Narrative rammer', fi: 'Narratiiviset kehykset', de: 'Narrative Rahmen', fr: 'Cadres narratifs', es: 'Marcos narrativos', nl: 'Narratieve frames', ar: 'ุงูุฅุทุงุฑุงุช ุงูุณุฑุฏูุฉ', he: 'ืืกืืจืืช ื ืจืืืืืืช', ja: '็ฉ่ชใใฌใผใ ', ko: '์์ฌ ํ๋ ์', zh: 'ๅไบๆกๆถ' };
return m[lang] ?? m.en!;
}
// ---------------------------------------------------------------------------
// Dashboard data builder
// ---------------------------------------------------------------------------
function buildDashboardData(
docs: RawDocument[],
topic: string | null,
lang: Language,
): DashboardData {
const typeCounts: Record<string, number> = {};
docs.forEach(d => {
const t = normalizedDocType(d);
typeCounts[t] = (typeCounts[t] || 0) + 1;
});
const typeKeys = Object.keys(typeCounts);
const typeDistribution = typeKeys.map((t, i) => ({
label: localizeDocType(t, lang, typeCounts[t] ?? 0),
value: typeCounts[t] ?? 0,
color: TYPE_PALETTE[i % TYPE_PALETTE.length] ?? '#00d9ff',
}));
const docIntelLabel = DASHBOARD_TITLE[lang] ?? DASHBOARD_TITLE.en!;
const title = topic ? `${docIntelLabel} โ ${topic}` : docIntelLabel;
const docsAnalysedFn = DASHBOARD_DOCS_ANALYSED[lang] ?? DASHBOARD_DOCS_ANALYSED.en!;
const summary = docsAnalysedFn(docs.length);
return { title, summary, typeDistribution };
}
// ---------------------------------------------------------------------------
// Confidence score calculator
// ---------------------------------------------------------------------------
function calculateConfidenceScore(docs: RawDocument[]): number {
if (docs.length === 0) return 0;
const metadataEnriched = docs.filter(isMetadataEnriched).length;
const fullText = docs.filter(hasFullTextContent).length;
const typeVariety = new Set(docs.map(normalizedDocType)).size;
// Score: 0-100, split across three dimensions:
// - Enrichment (total 50%): metadata-enriched (30%) + full-text (20%)
// - Document count (up to 10): 30%
// - Type variety (up to 5): 20%
const metadataRatio = metadataEnriched / docs.length;
const fullTextRatio = fullText / docs.length;
const enrichmentScore = metadataRatio * 30 + fullTextRatio * 20;
const countScore = Math.min(docs.length / 10, 1) * 30;
const varietyScore = Math.min(typeVariety / 5, 1) * 20;
return Math.round(enrichmentScore + countScore + varietyScore);
}
// ---------------------------------------------------------------------------
// Iteration 1: analyzeDocuments
// ---------------------------------------------------------------------------
async function analyzeDocuments(
docs: RawDocument[],
options: AnalysisPipelineOptions,
): Promise<AnalysisResult> {
const { lang, focusTopic: topic } = options;
const domains = (() => {
const all = new Set<string>();
docs.forEach(d => detectPolicyDomains(d, lang).forEach(dom => all.add(dom)));
return [...all].slice(0, 8);
})();
// Classify documents by type
const propDocs = docs.filter(d => docType(d) === 'prop');
const betDocs = docs.filter(d => docType(d) === 'bet');
const motDocs = docs.filter(d => docType(d) === 'mot');
const skrDocs = docs.filter(d => docType(d) === 'skr');
const sfsDocs = docs.filter(isSfsDoc);
const euDocs = docs.filter(d => docType(d) === 'fpm' || docType(d) === 'eu');
const pressmDocs = docs.filter(d => docType(d) === 'pressm');
const extDocs = docs.filter(d => docType(d) === 'ext');
// โโ Government stakeholder SWOT โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
const govStrengths: AnalysisSwotEntry[] = [
...propDocs.slice(0, 3).map(d => buildEnrichedEntry(d, topic, lang, 200)),
...sfsDocs.slice(0, 2).map(d => buildEnrichedEntry(d, topic, lang, 200)),
...skrDocs.slice(0, 1).map(d => buildEnrichedEntry(d, topic, lang, 200)),
...pressmDocs.slice(0, 2).map(d => buildEnrichedEntry(d, topic, lang, 200)),
];
const govWeaknesses: AnalysisSwotEntry[] = [
...betDocs.slice(0, 2).map(d => buildEnrichedEntry(d, topic, lang, 200)),
];
const govOpportunities: AnalysisSwotEntry[] = [
...euDocs.slice(0, 2).map(d => buildEnrichedEntry(d, topic, lang, 200)),
...skrDocs.slice(1, 2).map(d => buildEnrichedEntry(d, topic, lang, 200)),
];
const govThreats: AnalysisSwotEntry[] = [
...motDocs.slice(0, 2).map(d => buildEnrichedEntry(d, topic, lang, 200)),
];
if (govStrengths.length === 0) govStrengths.push(placeholderEntry('government', 'strengths', topic, lang, domains));
if (govWeaknesses.length === 0) govWeaknesses.push(placeholderEntry('government', 'weaknesses', topic, lang, domains));
if (govOpportunities.length === 0) govOpportunities.push(placeholderEntry('government', 'opportunities', topic, lang, domains));
if (govThreats.length === 0) govThreats.push(placeholderEntry('government', 'threats', topic, lang, domains));
// โโ Parliament / Opposition SWOT โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
const oppStrengths: AnalysisSwotEntry[] = [
...betDocs.slice(0, 3).map(d => buildEnrichedEntry(d, topic, lang, 200)),
...motDocs.slice(0, 2).map(d => buildEnrichedEntry(d, topic, lang, 200)),
];
const oppWeaknesses: AnalysisSwotEntry[] = [];
const oppOpportunities: AnalysisSwotEntry[] = [];
const oppThreats: AnalysisSwotEntry[] = [
...propDocs.slice(0, 1).map(d => buildEnrichedEntry(d, topic, lang, 200)),
];
if (oppStrengths.length === 0) oppStrengths.push(placeholderEntry('parliament', 'strengths', topic, lang, domains));
if (oppWeaknesses.length === 0) oppWeaknesses.push(placeholderEntry('parliament', 'weaknesses', topic, lang, domains));
if (oppOpportunities.length === 0) oppOpportunities.push(placeholderEntry('parliament', 'opportunities', topic, lang, domains));
if (oppThreats.length === 0) oppThreats.push(placeholderEntry('parliament', 'threats', topic, lang, domains));
// โโ Private Sector / Civil Society SWOT โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
const privateStrengths: AnalysisSwotEntry[] = [
...sfsDocs.slice(0, 1).map(d => buildEnrichedEntry(d, topic, lang, 200)),
...extDocs.slice(0, 2).map(d => buildEnrichedEntry(d, topic, lang, 200)),
];
const privateWeaknesses: AnalysisSwotEntry[] = [];
const privateOpportunities: AnalysisSwotEntry[] = [
...euDocs.slice(0, 1).map(d => buildEnrichedEntry(d, topic, lang, 200)),
];
const privateThreats: AnalysisSwotEntry[] = [];
if (privateStrengths.length === 0) privateStrengths.push(placeholderEntry('private-sector', 'strengths', topic, lang, domains));
if (privateWeaknesses.length === 0) privateWeaknesses.push(placeholderEntry('private-sector', 'weaknesses', topic, lang, domains));
if (privateOpportunities.length === 0) privateOpportunities.push(placeholderEntry('private-sector', 'opportunities', topic, lang, domains));
if (privateThreats.length === 0) privateThreats.push(placeholderEntry('private-sector', 'threats', topic, lang, domains));
// Assemble stakeholder SWOT list
const stakeholderSwot: AnalysisStakeholderSwot[] = [
{
name: GOV_NAMES[lang] ?? GOV_NAMES.en!,
role: 'government',
swot: { strengths: govStrengths, weaknesses: govWeaknesses, opportunities: govOpportunities, threats: govThreats },
},
{
name: OPP_NAMES[lang] ?? OPP_NAMES.en!,
role: 'parliament',
swot: { strengths: oppStrengths, weaknesses: oppWeaknesses, opportunities: oppOpportunities, threats: oppThreats },
},
{
name: PRIVATE_NAMES[lang] ?? PRIVATE_NAMES.en!,
role: 'private-sector',
swot: { strengths: privateStrengths, weaknesses: privateWeaknesses, opportunities: privateOpportunities, threats: privateThreats },
},
];
const policyAssessment = buildPolicyAssessment(docs, topic, lang);
const watchPoints = buildWatchPoints(docs, topic, lang);
const mindmapBranches = buildMindmapBranches(docs, topic, policyAssessment.domains, lang);
const dashboardData = buildDashboardData(docs, topic, lang);
const confidenceScore = calculateConfidenceScore(docs);
return {
stakeholderSwot,
policyAssessment,
mindmapBranches,
dashboardData,
watchPoints,
confidenceScore,
iterationsCompleted: 1,
completedAt: new Date().toISOString(),
lang,
documentCount: docs.length,
enrichedCount: docs.filter(isMetadataEnriched).length,
focusTopic: topic,
};
}
// ---------------------------------------------------------------------------
// Iteration 2: refineAnalysis
// ---------------------------------------------------------------------------
async function refineAnalysis(
initial: AnalysisResult,
docs: RawDocument[],
options: AnalysisPipelineOptions,
): Promise<AnalysisResult> {
const { lang, focusTopic: topic } = options;
const fullTextDocs = docs.filter(hasFullTextContent);
// Update enrichedCount to reflect metadata enrichment (may be > 0 even
// when no full-text documents are available โ the typical Riksdag case).
const metadataCount = docs.filter(isMetadataEnriched).length;
if (fullTextDocs.length === 0) {
// No documents with full text/content available โ passage-based refinement
// is a no-op. This is expected when enrichDocumentsWithContent() fetches
// metadata only (include_full_text=false). We still bump
// iterationsCompleted to 2 so the pipeline contract is honoured, and
// update enrichedCount to reflect the metadata-enriched population.
return { ...initial, iterationsCompleted: 2, completedAt: new Date().toISOString(), enrichedCount: metadataCount };
}
// Re-derive SWOT entries with longer passages for enriched documents
const passageMax = 400;
const refined = { ...initial, iterationsCompleted: 2, completedAt: new Date().toISOString() };
// Rebuild stakeholder SWOT with richer content from enriched documents
const propDocs = fullTextDocs.filter(d => docType(d) === 'prop');
const betDocs = fullTextDocs.filter(d => docType(d) === 'bet');
const motDocs = fullTextDocs.filter(d => docType(d) === 'mot');
const sfsDocs = fullTextDocs.filter(isSfsDoc);
const euDocs = fullTextDocs.filter(d => docType(d) === 'fpm' || docType(d) === 'eu');
const pressmDocs = fullTextDocs.filter(d => docType(d) === 'pressm');
const extDocs = fullTextDocs.filter(d => docType(d) === 'ext');
const skrDocs = fullTextDocs.filter(d => docType(d) === 'skr');
// Upgrade government SWOT entries where we now have full text
refined.stakeholderSwot = refined.stakeholderSwot.map(sh => {
if (sh.role === 'government') {
const enrichedStrengths: AnalysisSwotEntry[] = [
...propDocs.slice(0, 3).map(d => buildEnrichedEntry(d, topic, lang, passageMax)),
...sfsDocs.slice(0, 2).map(d => buildEnrichedEntry(d, topic, lang, passageMax)),
...skrDocs.slice(0, 1).map(d => buildEnrichedEntry(d, topic, lang, passageMax)),
...pressmDocs.slice(0, 2).map(d => buildEnrichedEntry(d, topic, lang, passageMax)),
];
const enrichedWeaknesses: AnalysisSwotEntry[] = betDocs.slice(0, 2).map(d => buildEnrichedEntry(d, topic, lang, passageMax));
const enrichedOpportunities: AnalysisSwotEntry[] = [
...euDocs.slice(0, 2).map(d => buildEnrichedEntry(d, topic, lang, passageMax)),
...skrDocs.slice(1, 2).map(d => buildEnrichedEntry(d, topic, lang, passageMax)),
];
const enrichedThreats: AnalysisSwotEntry[] = motDocs.slice(0, 2).map(d => buildEnrichedEntry(d, topic, lang, passageMax));
// Merge: prefer enriched entries, fall back to initial placeholders
return {
...sh,
swot: {
strengths: enrichedStrengths.length > 0 ? enrichedStrengths : sh.swot.strengths,
weaknesses: enrichedWeaknesses.length > 0 ? enrichedWeaknesses : sh.swot.weaknesses,
opportunities: enrichedOpportunities.length > 0 ? enrichedOpportunities : sh.swot.opportunities,
threats: enrichedThreats.length > 0 ? enrichedThreats : sh.swot.threats,
},
};
}
if (sh.role === 'parliament') {
const enrichedStrengths: AnalysisSwotEntry[] = [
...betDocs.slice(0, 3).map(d => buildEnrichedEntry(d, topic, lang, passageMax)),
...motDocs.slice(0, 2).map(d => buildEnrichedEntry(d, topic, lang, passageMax)),
];
const enrichedThreats: AnalysisSwotEntry[] = propDocs.slice(0, 1).map(d => buildEnrichedEntry(d, topic, lang, passageMax));
return {
...sh,
swot: {
...sh.swot,
strengths: enrichedStrengths.length > 0 ? enrichedStrengths : sh.swot.strengths,
threats: enrichedThreats.length > 0 ? enrichedThreats : sh.swot.threats,
},
};
}
if (sh.role === 'private-sector') {
const enrichedStrengths: AnalysisSwotEntry[] = [
...sfsDocs.slice(0, 1).map(d => buildEnrichedEntry(d, topic, lang, passageMax)),
...extDocs.slice(0, 2).map(d => buildEnrichedEntry(d, topic, lang, passageMax)),
];
const enrichedOpportunities: AnalysisSwotEntry[] = euDocs.slice(0, 1).map(d => buildEnrichedEntry(d, topic, lang, passageMax));
return {
...sh,
swot: {
...sh.swot,
strengths: enrichedStrengths.length > 0 ? enrichedStrengths : sh.swot.strengths,
opportunities: enrichedOpportunities.length > 0 ? enrichedOpportunities : sh.swot.opportunities,
},
};
}
return sh;
});
// Rebuild watch points with enriched context
refined.watchPoints = buildWatchPoints(docs, topic, lang);
// Recalculate confidence score with enriched data
refined.confidenceScore = calculateConfidenceScore(docs);
refined.enrichedCount = metadataCount;
// Refresh policy assessment narrative with enriched evidence
refined.policyAssessment = buildPolicyAssessment(docs, topic, lang);
// Collect narrative frames from full-text docs and (optionally) add a mindmap branch
const allFrames = new Set<string>();
fullTextDocs.slice(0, 20).forEach(d => detectNarrativeFrames(d).forEach(f => allFrames.add(f)));
// Enrich mindmap with additional data from full text analysis
refined.mindmapBranches = buildMindmapBranches(docs, topic, refined.policyAssessment.domains, lang);
// Add civil society branch if we have external docs
const civilSocietyDocs = fullTextDocs.filter(d => ['ext', 'fpm', 'eu'].includes(docType(d)));
if (civilSocietyDocs.length > 0 && allFrames.size > 0) {
// Add a narrative analysis branch to mindmap
const hasBranch = refined.mindmapBranches.some(b => b.label === narrativeFramesLabel(lang));
if (!hasBranch) {
refined.mindmapBranches.push({
label: narrativeFramesLabel(lang),
color: 'orange',
icon: '๐ฏ',
items: [...allFrames].slice(0, 6),
});
}
}
return refined;
}
// ---------------------------------------------------------------------------
// Iteration 3: validateCompleteness
// ---------------------------------------------------------------------------
async function validateCompleteness(
analysis: AnalysisResult,
docs: RawDocument[],
): Promise<ValidationResult> {
const issues: string[] = [];
const suggestions: string[] = [];
let score = 100;
// Check stakeholder coverage
for (const sh of analysis.stakeholderSwot) {
const { strengths, weaknesses, opportunities, threats } = sh.swot;
if (strengths.length === 0) {
issues.push(`${sh.name}: no strengths entries`);
score -= 5;
}
if (weaknesses.length === 0) {
suggestions.push(`${sh.name}: consider adding weakness analysis`);
score -= 2;
}
if (opportunities.length === 0) {
suggestions.push(`${sh.name}: consider adding opportunity analysis`);
score -= 2;
}
if (threats.length === 0) {
suggestions.push(`${sh.name}: consider adding threat analysis`);
score -= 2;
}
// Check for placeholder-only entries (no document evidence backing them)
const allEntries = [...strengths, ...weaknesses, ...opportunities, ...threats];
const allPlaceholders = allEntries.length > 0 && allEntries.every(e => e.sourceDocIds.length === 0);
if (allPlaceholders) {
issues.push(`${sh.name}: all SWOT entries lack document evidence (sourceDocIds empty) โ enrich with document content`);
score -= 10;
}
}
// Check policy domain detection
if (analysis.policyAssessment.domains.length === 0) {
issues.push('No policy domains detected โ document titles may need more descriptive text');
score -= 5;
}
// Check watch points
if (analysis.watchPoints.length === 0) {
suggestions.push('No watch points generated โ check for actionable document types (prop, bet, sfs)');
score -= 3;
}
// Check enrichment ratio โ differentiate metadata-enriched vs full-text
const fullTextAvailable = docs.filter(hasFullTextContent).length;
if (analysis.documentCount > 0 && analysis.enrichedCount === 0) {
issues.push('No documents have been enriched โ analysis quality is limited to raw metadata');
score -= 15;
} else if (analysis.enrichedCount > 0 && fullTextAvailable === 0) {
suggestions.push('Documents are metadata-enriched but lack full text โ consider using include_full_text=true for deeper analysis');
score -= 5;
}
// Check confidence score
if (analysis.confidenceScore < 30) {
issues.push(`Low confidence score (${analysis.confidenceScore}/100) โ fetch more documents or enrich with full text`);
score -= 5;
}
// Bonus: rich analysis with many enriched documents
if (analysis.enrichedCount >= 3) {
score = Math.min(100, score + 5);
}
// Extra bonus for full-text enrichment
if (fullTextAvailable >= 2) {
score = Math.min(100, score + 3);
}
const finalScore = Math.max(0, score);
return {
passed: finalScore >= 60,
score: finalScore,
issues,
suggestions,
};
}
// ---------------------------------------------------------------------------
// Exported pipeline singleton
// ---------------------------------------------------------------------------
/**
* The default AI analysis pipeline implementation.
*
* Usage in generators:
* ```ts
* import { aiAnalysisPipeline } from '../ai-analysis/pipeline.js';
* const result = await aiAnalysisPipeline.analyzeDocuments(docs, { depth, lang, focusTopic });
* if (depth !== 'quick') {
* const refined = await aiAnalysisPipeline.refineAnalysis(result, docs, { depth, lang, focusTopic });
* if (depth === 'deep') {
* await aiAnalysisPipeline.validateCompleteness(refined, docs);
* }
* }
* ```
*/
export const aiAnalysisPipeline: AnalysisPipeline = {
analyzeDocuments,
refineAnalysis,
validateCompleteness,
};
/**
* Run the full analysis pipeline according to the specified depth.
* Returns the final AnalysisResult, optional ValidationResult, and
* per-iteration timing data for audit metadata.
*
* @param docs - Raw documents to analyse
* @param options - Pipeline options (depth, lang, focusTopic)
* @returns `{ analysis, validation, iterationDurationsMs }` where
* validation is null for depth < 'deep' and iterationDurationsMs
* contains one entry per completed iteration/validation pass.
*/
export async function runAnalysisPipeline(
docs: RawDocument[],
options: AnalysisPipelineOptions,
): Promise<{ analysis: AnalysisResult; validation: ValidationResult | null; iterationDurationsMs: number[] }> {
const iterationDurationsMs: number[] = [];
// Iteration 1
const t1 = Date.now();
let analysis = await aiAnalysisPipeline.analyzeDocuments(docs, options);
iterationDurationsMs.push(Date.now() - t1);
// Iteration 2 (standard + deep)
if (options.depth !== 'quick') {
const t2 = Date.now();
analysis = await aiAnalysisPipeline.refineAnalysis(analysis, docs, options);
iterationDurationsMs.push(Date.now() - t2);
}
// Iteration 3 โ validation (deep only)
let validation: ValidationResult | null = null;
if (options.depth === 'deep') {
const t3 = Date.now();
validation = await aiAnalysisPipeline.validateCompleteness(analysis, docs);
iterationDurationsMs.push(Date.now() - t3);
// Bump iterationsCompleted to reflect the validation pass
analysis = { ...analysis, iterationsCompleted: 3, completedAt: new Date().toISOString() };
}
return { analysis, validation, iterationDurationsMs };
}
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