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* @module data-transformers/content-generators/ai-mindmap-analyzer
* @description AI-driven conceptual mindmap analyzer for political documents.
*
* Analyzes a set of parliamentary documents and produces a structured
* `AIMindmapAnalysis` that maps political relationships across five dimensions:
*
* 1. **Power Dynamics** — who holds influence and who is affected
* 2. **Policy Impact** — what changes and for whom
* 3. **Timeline & Urgency** — when effects materialize
* 4. **Geographic / Institutional Scope** — where this applies
* 5. **Motivations & Rationale** — why this matters
*
* Each dimension branch includes:
* - AI-weighted items (critical / significant / moderate / minor)
* - Stakeholder sub-branches (Government, Opposition, Civil Society)
*
* Cross-branch connections show relationships between dimensions.
*
* The returned `AIMindmapAnalysis` is designed to be passed directly to
* `generateMindmapSection` via `buildMindmapOptionsFromAnalysis()`.
*
* @author Hack23 AB
* @license Apache-2.0
*/
import type { Language } from '../../types/language.js';
import type { RawDocument } from '../types.js';
import { detectPolicyDomains } from '../policy-analysis.js';
import type {
MindmapBranch,
MindmapConnection,
AIMindmapItem,
SubBranch,
MindmapSectionOptions,
} from './mindmap-section.js';
// ---------------------------------------------------------------------------
// Types
// ---------------------------------------------------------------------------
/** Complete AI-driven mindmap analysis output */
export interface AIMindmapAnalysis {
/** AI-synthesized thesis statement for the central node */
centralThesis: string;
/** Five political dimension branches */
branches: MindmapBranch[];
/** Cross-branch connection indicators */
connections: MindmapConnection[];
/** Confidence score in [0, 1] based on data richness */
confidenceScore: number;
}
// ---------------------------------------------------------------------------
// Localised labels (14 languages)
// ---------------------------------------------------------------------------
const DIMENSION_LABELS: Record<string, Partial<Record<Language, string>>> = {
power: {
en: 'Power Dynamics', sv: 'Maktdynamik', da: 'Magtdynamik', no: 'Maktdynamikk',
fi: 'Valtadynamiikka', de: 'Machtdynamik', fr: 'Dynamiques de pouvoir', es: 'Dinámicas de poder',
nl: 'Machtsdynamiek', ar: 'ديناميكيات القوة', he: 'דינמיקת כוח', ja: '権力力学', ko: '권력 역학', zh: '权力动态',
},
impact: {
en: 'Policy Impact', sv: 'Politisk påverkan', da: 'Politisk påvirkning', no: 'Politisk innvirkning',
fi: 'Politiikan vaikutus', de: 'Politische Auswirkungen', fr: 'Impact politique', es: 'Impacto político',
nl: 'Beleidsimpact', ar: 'الأثر السياسي', he: 'השפעת מדיניות', ja: '政策影響', ko: '정책 영향', zh: '政策影响',
},
timeline: {
en: 'Timeline & Urgency', sv: 'Tidslinje & Angelägenhet', da: 'Tidslinje & Hastighed', no: 'Tidslinje & Hastighet',
fi: 'Aikajana & Kiireellisyys', de: 'Zeitplan & Dringlichkeit', fr: 'Calendrier & Urgence', es: 'Cronograma & Urgencia',
nl: 'Tijdlijn & Urgentie', ar: 'الجدول الزمني والإلحاح', he: 'ציר זמן ודחיפות', ja: 'タイムライン・緊急性', ko: '타임라인 & 긴급성', zh: '时间线与紧迫性',
},
scope: {
en: 'Geographic / Institutional Scope', sv: 'Geografisk / Institutionell räckvidd', da: 'Geografisk / Institutionel rækkevidde',
no: 'Geografisk / Institusjonell rekkevidde', fi: 'Maantieteellinen / Institutionaalinen laajuus',
de: 'Geografischer / Institutioneller Geltungsbereich', fr: 'Portée géographique / institutionnelle',
es: 'Alcance geográfico / institucional', nl: 'Geografisch / Institutioneel bereik',
ar: 'النطاق الجغرافي / المؤسسي', he: 'היקף גיאוגרפי / מוסדי', ja: '地理的・制度的範囲', ko: '지리적 / 제도적 범위', zh: '地理/制度范围',
},
motivation: {
en: 'Motivations & Rationale', sv: 'Motiveringar & Rationale', da: 'Motivationer & Begrundelse', no: 'Motivasjoner & Begrunnelse',
fi: 'Motivaatiot & Perustelu', de: 'Motivationen & Begründung', fr: 'Motivations & Justification', es: 'Motivaciones & Justificación',
nl: 'Motivaties & Rationale', ar: 'الدوافع والمبررات', he: 'מניעים והנמקות', ja: '動機と根拠', ko: '동기 및 근거', zh: '动机与理由',
},
};
const STAKEHOLDER_LABELS: Record<string, Partial<Record<Language, string>>> = {
gov: {
en: 'Government', sv: 'Regering', da: 'Regering', no: 'Regjering', fi: 'Hallitus',
de: 'Regierung', fr: 'Gouvernement', es: 'Gobierno', nl: 'Regering',
ar: 'الحكومة', he: 'ממשלה', ja: '政府', ko: '정부', zh: '政府',
},
opp: {
en: 'Opposition', sv: 'Opposition', da: 'Opposition', no: 'Opposisjon', fi: 'Oppositio',
de: 'Opposition', fr: 'Opposition', es: 'Oposición', nl: 'Oppositie',
ar: 'المعارضة', he: 'אופוזיציה', ja: '野党', ko: '야당', zh: '反对派',
},
civil: {
en: 'Civil Society', sv: 'Civilsamhälle', da: 'Civilsamfund', no: 'Sivilsamfunn', fi: 'Kansalaisyhteiskunta',
de: 'Zivilgesellschaft', fr: 'Société civile', es: 'Sociedad civil', nl: 'Maatschappelijk middenveld',
ar: 'المجتمع المدني', he: 'החברה האזרחית', ja: '市民社会', ko: '시민 사회', zh: '公民社会',
},
other: {
en: 'Other actors', sv: 'Övriga aktörer', da: 'Andre aktører', no: 'Andre aktører', fi: 'Muut toimijat',
de: 'Andere Akteure', fr: 'Autres acteurs', es: 'Otros actores', nl: 'Andere actoren',
ar: 'جهات أخرى', he: 'גורמים אחרים', ja: 'その他の関係者', ko: '기타 관계자', zh: '其他相关方',
},
};
/** Singular/plural document count formatter for each language */
const DOC_COUNT_FORMATTERS: Partial<Record<Language, (n: number) => string>> = {
en: n => n === 1 ? 'document' : 'documents',
sv: n => n === 1 ? 'dokument' : 'dokument',
da: n => n === 1 ? 'dokument' : 'dokumenter',
no: n => n === 1 ? 'dokument' : 'dokumenter',
fi: n => n === 1 ? 'asiakirja' : 'asiakirjaa',
de: n => n === 1 ? 'Dokument' : 'Dokumente',
fr: n => n === 1 ? 'document' : 'documents',
es: n => n === 1 ? 'documento' : 'documentos',
nl: n => n === 1 ? 'document' : 'documenten',
ar: n => n === 1 ? 'وثيقة' : 'وثائق',
he: n => n === 1 ? 'מסמך' : 'מסמכים',
ja: () => '件',
ko: n => n === 1 ? '문서' : '문서',
zh: () => '份文件',
};
/** Fallback labels for when no policy domain is detected */
const FALLBACK_IMPACT_LABELS: Partial<Record<Language, string>> = {
en: 'Legislative change', sv: 'Lagstiftningsändring', da: 'Lovgivningsændring', no: 'Lovendring',
fi: 'Lainsäädännön muutos', de: 'Gesetzliche Änderung', fr: 'Changement législatif', es: 'Cambio legislativo',
nl: 'Wetswijziging', ar: 'تغيير تشريعي', he: 'שינוי חקיקה', ja: '立法変更', ko: '입법 변경', zh: '立法变更',
};
/** Fallback labels used when topic or domains are absent in the central thesis */
const THESIS_FALLBACK_LABELS: Record<string, Partial<Record<Language, string>>> = {
topic: {
en: 'parliamentary activity', sv: 'riksdagsverksamhet', da: 'parlamentarisk aktivitet', no: 'parlamentarisk aktivitet',
fi: 'parlamentaarinen toiminta', de: 'parlamentarische Tätigkeit', fr: 'activité parlementaire', es: 'actividad parlamentaria',
nl: 'parlementaire activiteit', ar: 'النشاط البرلماني', he: 'פעילות פרלמנטרית', ja: '議会活動', ko: '의회 활동', zh: '议会活动',
},
domains: {
en: 'policy', sv: 'politikområden', da: 'politikområder', no: 'politikkområder',
fi: 'politiikka', de: 'Politik', fr: 'politique', es: 'política',
nl: 'beleid', ar: 'السياسة', he: 'מדיניות', ja: '政策', ko: '정책', zh: '政策',
},
};
/** Timeline branch localized item labels */
const TIMELINE_LABELS: Record<string, Partial<Record<Language, (n: number) => string>>> = {
recentActivity: {
en: n => `Recent activity: ${n} documents (last 3 months)`,
sv: n => `Senaste aktivitet: ${n} dokument (senaste 3 månaderna)`,
da: n => `Seneste aktivitet: ${n} dokumenter (seneste 3 måneder)`,
no: n => `Nylig aktivitet: ${n} dokumenter (siste 3 måneder)`,
fi: n => `Viimeaikainen toiminta: ${n} asiakirjaa (viimeinen 3 kuukautta)`,
de: n => `Aktuelle Aktivität: ${n} Dokumente (letzte 3 Monate)`,
fr: n => `Activité récente : ${n} documents (3 derniers mois)`,
es: n => `Actividad reciente: ${n} documentos (últimos 3 meses)`,
nl: n => `Recente activiteit: ${n} documenten (afgelopen 3 maanden)`,
ar: n => `النشاط الأخير: ${n} وثيقة (آخر 3 أشهر)`,
he: n => `פעילות אחרונה: ${n} מסמכים (3 חודשים אחרונים)`,
ja: n => `最近の活動: ${n}件（過去3ヶ月）`,
ko: n => `최근 활동: ${n}건 (지난 3개월)`,
zh: n => `近期活动: ${n}份文件（最近3个月）`,
},
activePropositions: {
en: n => `Active propositions: ${n}`,
sv: n => `Aktiva propositioner: ${n}`,
da: n => `Aktive forslag: ${n}`,
no: n => `Aktive proposisjoner: ${n}`,
fi: n => `Aktiiviset esitykset: ${n}`,
de: n => `Aktive Vorlagen: ${n}`,
fr: n => `Propositions actives : ${n}`,
es: n => `Proposiciones activas: ${n}`,
nl: n => `Actieve voorstellen: ${n}`,
ar: n => `الاقتراحات النشطة: ${n}`,
he: n => `הצעות פעילות: ${n}`,
ja: n => `審議中の議案: ${n}件`,
ko: n => `활성 의안: ${n}건`,
zh: n => `活跃议案: ${n}`,
},
totalPipeline: {
en: n => `Total legislative pipeline: ${n}`,
sv: n => `Totalt lagstiftningspipeline: ${n}`,
da: n => `Samlet lovgivningspipeline: ${n}`,
no: n => `Total lovgivningspipeline: ${n}`,
fi: n => `Koko lainsäädäntöputki: ${n}`,
de: n => `Gesamte Gesetzgebungspipeline: ${n}`,
fr: n => `Pipeline législatif total : ${n}`,
es: n => `Pipeline legislativo total: ${n}`,
nl: n => `Totale wetgevingspijplijn: ${n}`,
ar: n => `إجمالي خط الأنابيب التشريعي: ${n}`,
he: n => `צינור חקיקה כולל: ${n}`,
ja: n => `立法パイプライン合計: ${n}件`,
ko: n => `전체 입법 파이프라인: ${n}건`,
zh: n => `立法管道总计: ${n}`,
},
};
/** Scope branch — n-argument formatters (national scope, EU count) */
const SCOPE_FNS: Record<'nationalScope' | 'euInternational', Partial<Record<Language, (n: number) => string>>> = {
nationalScope: {
en: n => `National scope: ${n} parliamentary documents`,
sv: n => `Nationell räckvidd: ${n} riksdagsdokument`,
da: n => `Nationalt omfang: ${n} parlamentsdokumenter`,
no: n => `Nasjonal rekkevidde: ${n} parlamentsdokumenter`,
fi: n => `Kansallinen laajuus: ${n} parlamenttiasiakirjaa`,
de: n => `Nationaler Geltungsbereich: ${n} Parlamentsdokumente`,
fr: n => `Portée nationale : ${n} documents parlementaires`,
es: n => `Alcance nacional: ${n} documentos parlamentarios`,
nl: n => `Nationaal bereik: ${n} parlementaire documenten`,
ar: n => `النطاق الوطني: ${n} وثيقة برلمانية`,
he: n => `היקף לאומי: ${n} מסמכים פרלמנטריים`,
ja: n => `国内範囲: 議会文書${n}件`,
ko: n => `국가 범위: 의회 문서 ${n}건`,
zh: n => `国家范围: ${n}份议会文件`,
},
euInternational: {
en: n => `EU / international: ${n} documents`,
sv: n => `EU / internationell: ${n} dokument`,
da: n => `EU / international: ${n} dokumenter`,
no: n => `EU / internasjonal: ${n} dokumenter`,
fi: n => `EU / kansainvälinen: ${n} asiakirjaa`,
de: n => `EU / international: ${n} Dokumente`,
fr: n => `UE / international : ${n} documents`,
es: n => `UE / internacional: ${n} documentos`,
nl: n => `EU / internationaal: ${n} documenten`,
ar: n => `الاتحاد الأوروبي / دولي: ${n} وثيقة`,
he: n => `האיחוד האירופי / בינלאומי: ${n} מסמכים`,
ja: n => `EU/国際: ${n}件`,
ko: n => `EU / 국제: ${n}건`,
zh: n => `欧盟 / 国际: ${n}份`,
},
};
/** Scope branch — plain string labels */
const SCOPE_STRINGS: Record<
'committee' | 'nationalImpl' | 'euTransposition' | 'domesticReg' | 'parliamentaryCommittees' | 'sectorCompliance' | 'regionalVariation',
Partial<Record<Language, string>>
> = {
committee: {
en: 'Committee', sv: 'Utskott', da: 'Udvalg', no: 'Komité', fi: 'Valiokunta',
de: 'Ausschuss', fr: 'Commission', es: 'Comité', nl: 'Commissie',
ar: 'لجنة', he: 'ועדה', ja: '委員会', ko: '위원회', zh: '委员会',
},
nationalImpl: {
en: 'National implementation', sv: 'Nationellt genomförande', da: 'National implementering', no: 'Nasjonal gjennomføring',
fi: 'Kansallinen täytäntöönpano', de: 'Nationale Umsetzung', fr: 'Mise en œuvre nationale', es: 'Implementación nacional',
nl: 'Nationale implementatie', ar: 'التنفيذ الوطني', he: 'יישום לאומי', ja: '国内実施', ko: '국내 이행', zh: '国家实施',
},
euTransposition: {
en: 'EU transposition', sv: 'EU-transposition', da: 'EU-transposition', no: 'EU-transposisjon',
fi: 'EU-täytäntöönpano', de: 'EU-Umsetzung', fr: 'Transposition UE', es: 'Transposición UE',
nl: 'EU-omzetting', ar: 'نقل تشريعات الاتحاد الأوروبي', he: 'יישום חקיקת האיחוד האירופי', ja: 'EU指令の国内法化', ko: 'EU 입법 전환', zh: '欧盟指令转化',
},
domesticReg: {
en: 'Domestic regulation', sv: 'Inhemsk reglering', da: 'Indenlandsk regulering', no: 'Innenlandsk regulering',
fi: 'Kotimainen sääntely', de: 'Inländische Regulierung', fr: 'Réglementation nationale', es: 'Regulación nacional',
nl: 'Binnenlandse regulering', ar: 'اللوائح المحلية', he: 'רגולציה מקומית', ja: '国内規制', ko: '국내 규제', zh: '国内监管',
},
parliamentaryCommittees: {
en: 'Parliamentary committees', sv: 'Riksdagsutskott', da: 'Parlamentariske udvalg', no: 'Parlamentariske komiteer',
fi: 'Valiokunnat', de: 'Parlamentarische Ausschüsse', fr: 'Commissions parlementaires', es: 'Comisiones parlamentarias',
nl: 'Parlementaire commissies', ar: 'اللجان البرلمانية', he: 'ועדות הפרלמנט', ja: '議会委員会', ko: '의회 위원회', zh: '议会委员会',
},
sectorCompliance: {
en: 'Sector-wide compliance', sv: 'Sektorsövergripande efterlevnad', da: 'Sektoromspændende overholdelse', no: 'Sektoromfattende overholdelse',
fi: 'Koko sektorin vaatimustenmukaisuus', de: 'Branchenweite Compliance', fr: 'Conformité sectorielle', es: 'Cumplimiento sectorial',
nl: 'Sectorale naleving', ar: 'الامتثال على مستوى القطاع', he: 'ציות ברמת הסקטור', ja: '業界全体のコンプライアンス', ko: '섹터 전반 준수', zh: '行业合规',
},
regionalVariation: {
en: 'Regional variation', sv: 'Regional variation', da: 'Regional variation', no: 'Regional variasjon',
fi: 'Alueellinen vaihtelu', de: 'Regionale Variation', fr: 'Variation régionale', es: 'Variación regional',
nl: 'Regionale variatie', ar: 'تباين إقليمي', he: 'שינויים אזוריים', ja: '地域的差異', ko: '지역적 변이', zh: '地区差异',
},
};
/** Motivation branch — single-string-argument formatters */
const MOTIVATION_FNS1: Record<'policyObjective' | 'advanceAgenda' | 'scrutinise', Partial<Record<Language, (t: string) => string>>> = {
policyObjective: {
en: t => `Policy objective: ${t}`,
sv: t => `Politiskt mål: ${t}`,
da: t => `Politisk målsætning: ${t}`,
no: t => `Politisk målsetting: ${t}`,
fi: t => `Poliittinen tavoite: ${t}`,
de: t => `Politisches Ziel: ${t}`,
fr: t => `Objectif politique : ${t}`,
es: t => `Objetivo político: ${t}`,
nl: t => `Beleidsdoelstelling: ${t}`,
ar: t => `الهدف السياسي: ${t}`,
he: t => `מטרת מדיניות: ${t}`,
ja: t => `政策目標: ${t}`,
ko: t => `정책 목표: ${t}`,
zh: t => `政策目标: ${t}`,
},
advanceAgenda: {
en: t => `Advance ${t} agenda`,
sv: t => `Driva ${t}-agendan`,
da: t => `Fremme ${t}-dagsorden`,
no: t => `Fremme ${t}-agenda`,
fi: t => `Edistää ${t}-agendaa`,
de: t => `${t}-Agenda vorantreiben`,
fr: t => `Faire avancer l'agenda ${t}`,
es: t => `Avanzar la agenda de ${t}`,
nl: t => `${t}-agenda bevorderen`,
ar: t => `تعزيز أجندة ${t}`,
he: t => `קידום אג'נדת ${t}`,
ja: t => `${t}アジェンダの推進`,
ko: t => `${t} 의제 추진`,
zh: t => `推进${t}议程`,
},
scrutinise: {
en: t => `Scrutinise ${t} implementation`,
sv: t => `Granska ${t}-genomförande`,
da: t => `Granske ${t}-implementering`,
no: t => `Granske ${t}-implementering`,
fi: t => `Tarkastella ${t}:n täytäntöönpanoa`,
de: t => `${t}-Umsetzung prüfen`,
fr: t => `Examiner la mise en œuvre de ${t}`,
es: t => `Examinar la implementación de ${t}`,
nl: t => `Implementatie van ${t} controleren`,
ar: t => `التدقيق في تنفيذ ${t}`,
he: t => `בחינת יישום ${t}`,
ja: t => `${t}の実施を精査`,
ko: t => `${t} 이행 검토`,
zh: t => `审查${t}的实施`,
},
};
/** Motivation branch — two-string-argument formatters */
const MOTIVATION_FNS2: Record<'addressedAreas', Partial<Record<Language, (t: string, d: string) => string>>> = {
addressedAreas: {
en: (t, d) => `Addressed areas: ${d || t}`,
sv: (t, d) => `Berörda områden: ${d || t}`,
da: (t, d) => `Behandlede områder: ${d || t}`,
no: (t, d) => `Berørte områder: ${d || t}`,
fi: (t, d) => `Käsitellyt alueet: ${d || t}`,
de: (t, d) => `Adressierte Bereiche: ${d || t}`,
fr: (t, d) => `Domaines traités : ${d || t}`,
es: (t, d) => `Áreas abordadas: ${d || t}`,
nl: (t, d) => `Behandelde gebieden: ${d || t}`,
ar: (t, d) => `المجالات المعالجة: ${d || t}`,
he: (t, d) => `תחומים שטופלו: ${d || t}`,
ja: (t, d) => `対象分野: ${d || t}`,
ko: (t, d) => `다루는 분야: ${d || t}`,
zh: (t, d) => `涉及领域: ${d || t}`,
},
};
/** Motivation branch — plain string labels */
const MOTIVATION_STRINGS: Record<
'euCommitments' | 'constituentConcerns' | 'operationalCompliance' | 'sectorInvestment',
Partial<Record<Language, string>>
> = {
euCommitments: {
en: 'Meet EU / international commitments', sv: 'Uppfylla EU- / internationella åtaganden',
da: 'Opfylde EU-/internationale forpligtelser', no: 'Oppfylle EU-/internasjonale forpliktelser',
fi: 'Täyttää EU- / kansainväliset sitoumukset', de: 'EU-/internationale Verpflichtungen erfüllen',
fr: 'Respecter les engagements UE/internationaux', es: 'Cumplir compromisos UE/internacionales',
nl: 'EU-/internationale verplichtingen nakomen', ar: 'الوفاء بالالتزامات الأوروبية / الدولية',
he: 'עמידה בהתחייבויות האיחוד האירופי / הבינלאומי', ja: 'EU/国際コミットメントの履行', ko: 'EU/국제 공약 이행', zh: '履行欧盟/国际承诺',
},
constituentConcerns: {
en: 'Represent constituent concerns', sv: 'Representera väljares intressen',
da: 'Repræsentere vælgernes interesser', no: 'Representere velgernes interesser',
fi: 'Edustaa äänestäjien huolia', de: 'Wählerinteressen vertreten',
fr: 'Représenter les préoccupations des électeurs', es: 'Representar las preocupaciones de los electores',
nl: 'Kiezersbelangen vertegenwoordigen', ar: 'تمثيل مخاوف الناخبين',
he: 'ייצוג חששות הבוחרים', ja: '有権者の懸念を代表', ko: '유권자 우려 대변', zh: '代表选民关切',
},
operationalCompliance: {
en: 'Operational compliance', sv: 'Operativ efterlevnad', da: 'Operationel overholdelse', no: 'Operasjonell overholdelse',
fi: 'Operatiivinen vaatimustenmukaisuus', de: 'Operative Compliance', fr: 'Conformité opérationnelle', es: 'Cumplimiento operacional',
nl: 'Operationele naleving', ar: 'الامتثال التشغيلي', he: 'ציות תפעולי', ja: '業務上のコンプライアンス', ko: '운영 준수', zh: '运营合规',
},
sectorInvestment: {
en: 'Sector investment planning', sv: 'Sektorinvesteringsplanering', da: 'Sektorinvesteringsplanlægning', no: 'Sektorinvesteringsplanlegging',
fi: 'Sektorin investointisuunnittelu', de: 'Sektorinvestitionsplanung', fr: 'Planification des investissements sectoriels', es: 'Planificación de inversión sectorial',
nl: 'Sectorinvesteringsplanning', ar: 'تخطيط الاستثمار القطاعي', he: 'תכנון השקעות סקטוריאלי', ja: '業界投資計画', ko: '섹터 투자 계획', zh: '行业投资规划',
},
};
/** Localized sub-branch labels for the Timeline branch */
const TIMELINE_SUBBRANCH_LABELS: Record<string, Partial<Record<Language, string>>> = {
implementationPlanning: {
en: 'Implementation planning', sv: 'Genomförandeplanering', da: 'Implementeringsplanlægning', no: 'Implementeringsplanlegging',
fi: 'Toteutuksen suunnittelu', de: 'Implementierungsplanung', fr: 'Planification de la mise en œuvre', es: 'Planificación de implementación',
nl: 'Implementatieplanning', ar: 'تخطيط التنفيذ', he: 'תכנון יישום', ja: '実施計画', ko: '이행 계획', zh: '实施规划',
},
resourceAllocation: {
en: 'Resource allocation', sv: 'Resursallokering', da: 'Ressourceallokering', no: 'Ressursallokering',
fi: 'Resurssien kohdentaminen', de: 'Ressourcenallokation', fr: 'Allocation des ressources', es: 'Asignación de recursos',
nl: 'Resourceallocatie', ar: 'تخصيص الموارد', he: 'הקצאת משאבים', ja: 'リソース配分', ko: '자원 배분', zh: '资源分配',
},
amendmentWindow: {
en: 'Amendment window', sv: 'Ändringstillfälle', da: 'Ændringsvindue', no: 'Endringsvindu',
fi: 'Muutosikkuna', de: 'Änderungszeitraum', fr: 'Fenêtre d\'amendement', es: 'Ventana de enmienda',
nl: 'Wijzigingsvenster', ar: 'نافذة التعديل', he: 'חלון תיקונים', ja: '修正期間', ko: '개정 기간', zh: '修正窗口',
},
scrutinyDeadlines: {
en: 'Scrutiny deadlines', sv: 'Granskningsdeadlines', da: 'Kontrolfrister', no: 'Granskningstidsfrister',
fi: 'Tarkastusmääräajat', de: 'Prüfungsfristen', fr: 'Délais d\'examen', es: 'Plazos de escrutinio',
nl: 'Controletijdlijnen', ar: 'مواعيد التدقيق', he: 'מועדי ביקורת', ja: '審査期限', ko: '심의 기한', zh: '审查期限',
},
complianceTimeline: {
en: 'Compliance timeline', sv: 'Efterlevnadstidsplan', da: 'Efterlevelsestidsplan', no: 'Overholdelsesfrist',
fi: 'Vaatimustenmukaisuuden aikataulu', de: 'Compliance-Zeitplan', fr: 'Calendrier de conformité', es: 'Cronograma de cumplimiento',
nl: 'Nalevingstijdlijn', ar: 'الجدول الزمني للامتثال', he: 'לוח זמנים לציות', ja: 'コンプライアンススケジュール', ko: '준수 일정', zh: '合规时间线',
},
adaptationPeriod: {
en: 'Adaptation period', sv: 'Anpassningsperiod', da: 'Tilpasningsperiode', no: 'Tilpasningsperiode',
fi: 'Sopeutumisaika', de: 'Anpassungszeitraum', fr: 'Période d\'adaptation', es: 'Período de adaptación',
nl: 'Aanpassingsperiode', ar: 'فترة التكيف', he: 'תקופת הסתגלות', ja: '適応期間', ko: '적응 기간', zh: '适应期',
},
};
const THESIS_TEMPLATES: Partial<Record<Language, (topic: string, count: number, domains: string) => string>> = {
en: (t, n, d) => `Parliamentary analysis of ${t} encompasses ${n} document${n !== 1 ? 's' : ''} spanning ${d}, reflecting active legislative engagement across power, impact, and scope dimensions.`,
sv: (t, n, d) => `Riksdagsanalys av ${t} omfattar ${n} dokument inom ${d}, vilket speglar aktivt lagstiftningsengagemang.`,
da: (t, n, d) => `Parlamentarisk analyse af ${t} dækker ${n} dokument${n !== 1 ? 'er' : ''} inden for ${d}.`,
no: (t, n, d) => `Parlamentarisk analyse av ${t} dekker ${n} dokument${n !== 1 ? 'er' : ''} innen ${d}.`,
fi: (t, n, d) => `Parlamentaarinen analyysi aiheesta ${t} kattaa ${n} asiakirja${n !== 1 ? 'a' : 'n'} alueella ${d}.`,
de: (t, n, d) => `Parlamentarische Analyse zu ${t} umfasst ${n} Dokument${n !== 1 ? 'e' : ''} in den Bereichen ${d}.`,
fr: (t, n, d) => `L'analyse parlementaire de ${t} couvre ${n} document${n !== 1 ? 's' : ''} dans les domaines ${d}.`,
es: (t, n, d) => `El análisis parlamentario de ${t} abarca ${n} documento${n !== 1 ? 's' : ''} en los ámbitos ${d}.`,
nl: (t, n, d) => `Parlementaire analyse van ${t} omvat ${n} document${n !== 1 ? 'en' : ''} over ${d}.`,
ar: (t, n, _d) => `التحليل البرلماني لـ${t} يشمل ${n} ${n === 1 ? 'وثيقة' : 'وثائق'}.`,
he: (t, n, _d) => `הניתוח הפרלמנטרי של ${t} כולל ${n} ${n === 1 ? 'מסמך' : 'מסמכים'}.`,
ja: (t, n, d) => `${t}に関する議会分析は${d}にわたる${n}件の文書を包含しています。`,
ko: (t, n, d) => `${t}에 대한 의회 분석은 ${d}에 걸쳐 ${n}개의 문서를 포함합니다.`,
zh: (t, n, d) => `关于${t}的议会分析涵盖${d}领域的${n}份文件。`,
};
const CONNECTION_LABELS: Record<string, Partial<Record<Language, string>>> = {
powerImpact: {
en: 'Power holders shape impact', sv: 'Maktinnehavare formar påverkan', da: 'Magtindehavere former indvirkning',
no: 'Maktinnehavere former innvirkning', fi: 'Vallanpitäjät muovaavat vaikutusta',
de: 'Machtinhaber gestalten Wirkung', fr: 'Les détenteurs du pouvoir façonnent l\'impact',
es: 'Los titulares del poder dan forma al impacto', nl: 'Machthebbers vormen impact',
ar: 'أصحاب السلطة يشكلون التأثير', he: 'בעלי הכוח מעצבים את ההשפעה', ja: '権力保有者が影響を形成', ko: '권력 보유자가 영향을 형성', zh: '权力持有者塑造影响',
},
timelineScope: {
en: 'Timeline shapes institutional reach', sv: 'Tidslinje formar institutionell räckvidd', da: 'Tidslinje former institutionel rækkevidde',
no: 'Tidslinje former institusjonell rekkevidde', fi: 'Aikajana muokkaa institutionaalista ulottuvuutta',
de: 'Zeitplan prägt institutionelle Reichweite', fr: 'Le calendrier façonne la portée institutionnelle',
es: 'El cronograma da forma al alcance institucional', nl: 'Tijdlijn vormt institutioneel bereik',
ar: 'الجدول الزمني يشكل النطاق المؤسسي', he: 'ציר הזמן מעצב את ההיקף המוסדי', ja: 'タイムラインが制度的範囲を形成', ko: '타임라인이 제도적 범위를 형성', zh: '时间线塑造制度影响范围',
},
impactMotivation: {
en: 'Policy outcomes drive stakeholder motivation', sv: 'Politiska utfall driver intressentmotivation',
da: 'Politiske resultater driver interessentmotivation', no: 'Politiske resultater driver interessentmotivasjon',
fi: 'Politiikan tulokset ohjaavat sidosryhmien motivaatiota', de: 'Politikergebnisse treiben Stakeholder-Motivation an',
fr: 'Les résultats politiques motivent les parties prenantes', es: 'Los resultados políticos impulsan la motivación',
nl: 'Beleidsresultaten drijven stakeholdermotivatie aan', ar: 'النتائج السياسية تدفع دوافع أصحاب المصلحة',
he: 'תוצאות המדיניות מניעות את מוטיבציית בעלי העניין', ja: '政策成果が利害関係者の動機を促進', ko: '정책 결과가 이해관계자 동기 유발', zh: '政策结果推动利益相关者动机',
},
};
// ---------------------------------------------------------------------------
// Helpers
// ---------------------------------------------------------------------------
function l(lang: Language | string, map: Partial<Record<Language, string>>): string {
return map[lang as Language] ?? map.en ?? '';
}
/** Typed helper: call a (number → string) formatter for a given language */
function lfN(lang: Language | string, map: Partial<Record<Language, (n: number) => string>>, n: number): string {
const fn = map[lang as Language] ?? map.en;
return fn ? fn(n) : '';
}
/** Typed helper: call a (string → string) formatter for a given language */
function lfS(lang: Language | string, map: Partial<Record<Language, (t: string) => string>>, t: string): string {
const fn = map[lang as Language] ?? map.en;
return fn ? fn(t) : '';
}
/** Typed helper: call a (string, string → string) formatter for a given language */
function lfSS(lang: Language | string, map: Partial<Record<Language, (t: string, d: string) => string>>, t: string, d: string): string {
const fn = map[lang as Language] ?? map.en;
return fn ? fn(t, d) : '';
}
function getDocTitle(d: RawDocument): string {
return (d.titel || d.title || d.rubrik || d.dokumentnamn || d.dok_id || '').slice(0, 60);
}
function classify(count: number): AIMindmapItem['weight'] {
if (count >= 5) return 'critical';
Iif (count >= 3) return 'significant';
if (count >= 1) return 'moderate';
return 'minor';
}
/** Classify domain item weight by rank (0 = most important) */
function classifyByRank(rank: number): AIMindmapItem['weight'] {
if (rank === 0) return 'critical';
Eif (rank < 3) return 'significant';
return 'moderate';
}
function docCount(n: number, lang: Language | string): string {
const fn = DOC_COUNT_FORMATTERS[lang as Language] ?? DOC_COUNT_FORMATTERS.en!;
return `${n} ${fn(n)}`;
}
// ---------------------------------------------------------------------------
// Branch builders
// ---------------------------------------------------------------------------
/** EU/international doc types (module-level to avoid per-call allocation) */
const INTL_TYPES = new Set(['fpm', 'eu']);
/** Government-originating doc types (module-level to avoid per-call allocation) */
const GOV_TYPES = new Set(['prop', 'skr', 'pressm']);
/** Opposition-originating doc types (module-level to avoid per-call allocation) */
const OPP_TYPES = new Set(['bet', 'mot']);
function buildPowerBranch(
docs: RawDocument[],
lang: Language | string,
): MindmapBranch {
// Single-pass classification using module-level Sets for O(n) performance
const govDocs: RawDocument[] = [];
const oppDocs: RawDocument[] = [];
const otherDocs: RawDocument[] = [];
for (const d of docs) {
const typ = d.doktyp || d.documentType || '';
if (GOV_TYPES.has(typ)) govDocs.push(d);
else if (OPP_TYPES.has(typ)) oppDocs.push(d);
else otherDocs.push(d);
}
const aiItems: AIMindmapItem[] = [
{
text: `${l(lang, STAKEHOLDER_LABELS.gov)}: ${docCount(govDocs.length, lang)}`,
weight: classify(govDocs.length),
},
{
text: `${l(lang, STAKEHOLDER_LABELS.opp)}: ${docCount(oppDocs.length, lang)}`,
weight: classify(oppDocs.length),
},
];
if (otherDocs.length > 0) {
aiItems.push({
text: `${l(lang, STAKEHOLDER_LABELS.other)}: ${docCount(otherDocs.length, lang)}`,
weight: classify(otherDocs.length),
});
}
const subBranches: SubBranch[] = [
{
label: l(lang, STAKEHOLDER_LABELS.gov),
items: govDocs.slice(0, 2).map(d => getDocTitle(d)).filter(Boolean),
},
{
label: l(lang, STAKEHOLDER_LABELS.opp),
items: oppDocs.slice(0, 2).map(d => getDocTitle(d)).filter(Boolean),
},
{
label: l(lang, STAKEHOLDER_LABELS.other),
items: otherDocs.slice(0, 2).map(d => getDocTitle(d)).filter(Boolean),
},
].filter(sb => sb.items && sb.items.length > 0);
return {
label: l(lang, DIMENSION_LABELS.power),
color: 'cyan',
icon: '🏛️',
dimension: 'power',
aiItems,
subBranches,
};
}
function buildImpactBranch(
domainList: string[],
lang: Language | string,
): MindmapBranch {
const aiItems: AIMindmapItem[] = domainList.slice(0, 5).map((domain, i) => ({
text: domain,
weight: classifyByRank(i),
}));
if (aiItems.length === 0) {
aiItems.push({ text: l(lang, FALLBACK_IMPACT_LABELS), weight: 'moderate' });
}
const subBranches: SubBranch[] = [
{
label: l(lang, STAKEHOLDER_LABELS.gov),
items: domainList.slice(0, 2),
},
{
label: l(lang, STAKEHOLDER_LABELS.opp),
items: domainList.slice(1, 3),
},
{
label: l(lang, STAKEHOLDER_LABELS.civil),
items: domainList.slice(0, 2),
},
].filter(sb => sb.items && sb.items.length > 0);
return {
label: l(lang, DIMENSION_LABELS.impact),
color: 'red',
icon: '⚡',
dimension: 'impact',
aiItems,
subBranches,
};
}
/** Extract the best available date string from a document (datum > publicerad > inlämnad). */
function docDateStr(d: RawDocument): string {
const extra = d as Record<string, unknown>;
const raw = d.datum || extra['publicerad'] || extra['inlämnad'] || '';
return typeof raw === 'string' ? raw.slice(0, 10) : '';
}
function buildTimelineBranch(
docs: RawDocument[],
lang: Language | string,
): MindmapBranch {
// Use 90-day subtraction to avoid setUTCMonth rollover (e.g. May 31 → "Feb 31" → March)
const cutoff = new Date(Date.now() - 90 * 86_400_000);
cutoff.setUTCHours(0, 0, 0, 0);
const cutoffIso = cutoff.toISOString().slice(0, 10); // YYYY-MM-DD
const recentDocs = docs.filter(d => docDateStr(d) >= cutoffIso);
const propDocs = docs.filter(d => (d.doktyp || d.documentType || '') === 'prop');
const urgencyWeight: AIMindmapItem['weight'] =
recentDocs.length > 5 ? 'critical' :
recentDocs.length > 2 ? 'significant' :
recentDocs.length > 0 ? 'moderate' : 'minor';
const aiItems: AIMindmapItem[] = [
{ text: lfN(lang, TIMELINE_LABELS.recentActivity, recentDocs.length), weight: urgencyWeight },
{ text: lfN(lang, TIMELINE_LABELS.activePropositions, propDocs.length), weight: classify(propDocs.length) },
{ text: lfN(lang, TIMELINE_LABELS.totalPipeline, docs.length), weight: classify(docs.length) },
];
const subBranches: SubBranch[] = [
{
label: l(lang, STAKEHOLDER_LABELS.gov),
items: [
l(lang, TIMELINE_SUBBRANCH_LABELS.implementationPlanning),
l(lang, TIMELINE_SUBBRANCH_LABELS.resourceAllocation),
],
},
{
label: l(lang, STAKEHOLDER_LABELS.opp),
items: [
l(lang, TIMELINE_SUBBRANCH_LABELS.amendmentWindow),
l(lang, TIMELINE_SUBBRANCH_LABELS.scrutinyDeadlines),
],
},
{
label: l(lang, STAKEHOLDER_LABELS.civil),
items: [
l(lang, TIMELINE_SUBBRANCH_LABELS.complianceTimeline),
l(lang, TIMELINE_SUBBRANCH_LABELS.adaptationPeriod),
],
},
];
return {
label: l(lang, DIMENSION_LABELS.timeline),
color: 'yellow',
icon: '⏱️',
dimension: 'timeline',
aiItems,
subBranches,
};
}
function buildScopeBranch(
intlDocs: RawDocument[],
docs: RawDocument[],
lang: Language | string,
): MindmapBranch {
const committees = [...new Set(docs.map(d => d.organ || d.committee || '').filter(Boolean))].slice(0, 3);
const hasEU = intlDocs.length > 0;
const aiItems: AIMindmapItem[] = [
{
text: lfN(lang, SCOPE_FNS.nationalScope, docs.length),
weight: classify(docs.length),
},
];
if (hasEU) {
aiItems.push({
text: lfN(lang, SCOPE_FNS.euInternational, intlDocs.length),
weight: classify(intlDocs.length),
});
}
const committeeLabel = l(lang, SCOPE_STRINGS.committee);
committees.forEach((c, i) => {
aiItems.push({ text: `${committeeLabel}: ${c}`, weight: i === 0 ? 'significant' : 'moderate' });
});
const subBranches: SubBranch[] = [
{
label: l(lang, STAKEHOLDER_LABELS.gov),
items: [
l(lang, SCOPE_STRINGS.nationalImpl),
hasEU
? l(lang, SCOPE_STRINGS.euTransposition)
: l(lang, SCOPE_STRINGS.domesticReg),
].filter(Boolean),
},
{
label: l(lang, STAKEHOLDER_LABELS.opp),
items: committees.length > 0
? committees
: [l(lang, SCOPE_STRINGS.parliamentaryCommittees)],
},
{
label: l(lang, STAKEHOLDER_LABELS.civil),
items: [
l(lang, SCOPE_STRINGS.sectorCompliance),
l(lang, SCOPE_STRINGS.regionalVariation),
],
},
].filter(sb => sb.items && sb.items.length > 0);
return {
label: l(lang, DIMENSION_LABELS.scope),
color: 'blue',
icon: '🌍',
dimension: 'scope',
aiItems,
subBranches,
};
}
function buildMotivationBranch(
docs: RawDocument[],
topic: string | null,
domainList: string[],
lang: Language | string,
): MindmapBranch {
const topicStr = topic || l(lang, THESIS_FALLBACK_LABELS.topic);
const keyTitles = docs.slice(0, 3).map(d => getDocTitle(d)).filter(Boolean);
const domainsStr = domainList.slice(0, 2).join(', ');
const aiItems: AIMindmapItem[] = [
{
text: lfS(lang, MOTIVATION_FNS1.policyObjective, topicStr),
weight: 'critical',
},
{
text: lfSS(lang, MOTIVATION_FNS2.addressedAreas, topicStr, domainsStr),
weight: 'significant',
},
...keyTitles.map((t): AIMindmapItem => ({ text: t, weight: 'moderate' })),
];
const subBranches: SubBranch[] = [
{
label: l(lang, STAKEHOLDER_LABELS.gov),
items: [
lfS(lang, MOTIVATION_FNS1.advanceAgenda, topicStr),
l(lang, MOTIVATION_STRINGS.euCommitments),
],
},
{
label: l(lang, STAKEHOLDER_LABELS.opp),
items: [
lfS(lang, MOTIVATION_FNS1.scrutinise, topicStr),
l(lang, MOTIVATION_STRINGS.constituentConcerns),
],
},
{
label: l(lang, STAKEHOLDER_LABELS.civil),
items: [
l(lang, MOTIVATION_STRINGS.operationalCompliance),
l(lang, MOTIVATION_STRINGS.sectorInvestment),
],
},
];
return {
label: l(lang, DIMENSION_LABELS.motivation),
color: 'green',
icon: '💡',
dimension: 'motivation',
aiItems,
subBranches,
};
}
// ---------------------------------------------------------------------------
// Connection builder
// ---------------------------------------------------------------------------
function buildConnections(branches: MindmapBranch[], lang: Language | string): MindmapConnection[] {
const labelOf = (dim: string): string => {
const branch = branches.find(b => b.dimension === dim);
return branch?.label ?? dim;
};
return [
{
fromBranch: labelOf('power'),
toBranch: labelOf('impact'),
relationship: l(lang, CONNECTION_LABELS.powerImpact),
},
{
fromBranch: labelOf('timeline'),
toBranch: labelOf('scope'),
relationship: l(lang, CONNECTION_LABELS.timelineScope),
},
{
fromBranch: labelOf('impact'),
toBranch: labelOf('motivation'),
relationship: l(lang, CONNECTION_LABELS.impactMotivation),
},
].filter(c => c.fromBranch && c.toBranch);
}
// ---------------------------------------------------------------------------
// Central thesis builder
// ---------------------------------------------------------------------------
function buildCentralThesis(
docs: RawDocument[],
topic: string | null,
domainList: string[],
lang: Language | string,
): string {
const count = docs.length;
const topicStr = topic || l(lang, THESIS_FALLBACK_LABELS.topic);
const domainsStr = domainList.slice(0, 3).join(', ') || l(lang, THESIS_FALLBACK_LABELS.domains);
const templateFn = THESIS_TEMPLATES[lang as Language] ?? THESIS_TEMPLATES.en!;
return templateFn(topicStr, count, domainsStr);
}
// ---------------------------------------------------------------------------
// Public API
// ---------------------------------------------------------------------------
/**
* Build an AI-driven mindmap analysis from a set of parliamentary documents.
*
* Produces a structured `AIMindmapAnalysis` with five political dimension
* branches, stakeholder sub-branches, AI-weighted items, cross-branch
* connections, and a synthesized central thesis statement.
*
* @example
* ```ts
* const analysis = buildAIMindmapAnalysis(docs, 'Cybersecurity Policy', 'en');
* const opts = buildMindmapOptionsFromAnalysis(analysis, 'en', 'Cybersecurity Policy');
* const section = generateMindmapSection(opts);
* ```
*/
export function buildAIMindmapAnalysis(
docs: RawDocument[],
topic: string | null,
lang: Language | string,
precomputedDomains?: string[],
): AIMindmapAnalysis {
// Use pre-computed domains when provided (avoids duplicate iteration by caller)
let domainList: string[];
if (precomputedDomains) {
domainList = precomputedDomains.slice(0, 6);
} else {
const allDomains = new Set<string>();
docs.forEach(d => detectPolicyDomains(d, lang).forEach(dom => allDomains.add(dom)));
domainList = [...allDomains].slice(0, 6);
}
// Classify EU / international documents (reuses module-level Set)
const intlDocs = docs.filter(d => INTL_TYPES.has(d.doktyp || d.documentType || ''));
// Build the five dimension branches
const branches: MindmapBranch[] = [
buildPowerBranch(docs, lang),
buildImpactBranch(domainList, lang),
buildTimelineBranch(docs, lang),
buildScopeBranch(intlDocs, docs, lang),
buildMotivationBranch(docs, topic, domainList, lang),
];
// Build cross-branch connections
const connections = buildConnections(branches, lang);
// Synthesize central thesis
const centralThesis = buildCentralThesis(docs, topic, domainList, lang);
// Confidence score: data richness proxy — 0 when no documents
const confidenceScore = docs.length === 0
? 0
: Math.min(
1,
(Math.min(docs.length, 10) / 10) * 0.6 + (Math.min(domainList.length, 6) / 6) * 0.4,
);
return { centralThesis, branches, connections, confidenceScore };
}
/**
* Convert an `AIMindmapAnalysis` to `MindmapSectionOptions` for rendering.
*
* @param analysis - Output from `buildAIMindmapAnalysis`
* @param lang - Target language for section labels
* @param topic - Central topic text for the mindmap root node
* @param overrides - Optional overrides for title, summary, etc.
*/
export function buildMindmapOptionsFromAnalysis(
analysis: AIMindmapAnalysis,
lang: Language | string,
topic: string,
overrides?: Partial<Pick<MindmapSectionOptions, 'title' | 'summary'>>,
): MindmapSectionOptions {
return {
topic,
branches: analysis.branches,
lang,
centralThesis: analysis.centralThesis,
connections: analysis.connections,
...overrides,
};
}
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