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* @module analysis-framework/political-classification
* @description Political classification engine implementing 7-dimension scoring
* for parliamentary documents.
*
* Inspired by ISMS CLASSIFICATION.md (Impact Analysis Matrix — Confidentiality,
* Integrity, Availability levels), adapted for political intelligence analysis.
*
* ## Dimensions
* | ISMS Dimension | Political Dimension |
* |-------------------------|----------------------------------|
* | Confidentiality | Public Interest Sensitivity |
* | Integrity | Democratic Integrity Impact |
* | Availability | Policy Urgency |
* | Financial Impact | Economic Impact |
* | Operational Impact | Governance Impact |
* | Reputational Impact | Political Capital Impact |
* | Regulatory Impact | Legislative Impact |
*
* The engine is **pure** — deterministic for the same input, no side effects.
*
* @author Hack23 AB
* @license Apache-2.0
*/
import type { RawDocument, CIAContext } from '../data-transformers/types.js';
import type {
PoliticalClassification,
PublicInterestSensitivity,
DemocraticIntegrityImpact,
PolicyUrgency,
EconomicImpact,
GovernanceImpact,
PoliticalCapitalImpact,
LegislativeImpact,
OverallClassification,
} from './methodology-types.js';
// ---------------------------------------------------------------------------
// Keyword banks
// ---------------------------------------------------------------------------
/** Keywords indicating explosive public interest / political controversy */
const EXPLOSIVE_KEYWORDS: readonly string[] = [
'tidöavtal', 'misstroende', 'misstroendevotum', 'regeringskris',
'koalitionskris', 'oenighet', 'spricka', 'uteslutning', 'partiledare',
'skandal', 'korruption', 'mutor', 'fusk', 'avgå', 'avgångskrav',
'riksrätt', 'konstitutionsbrott', 'olaglig', 'brottslig',
'crisis', 'scandal', 'corruption', 'resignation', 'impeachment',
];
/** Keywords indicating politically sensitive content */
const SENSITIVE_KEYWORDS: readonly string[] = [
'invandring', 'migration', 'flyktingar', 'asyl', 'integration',
'skattehöjning', 'skattesänkning', 'välfärdsreform', 'sjukvård',
'NATO', 'försvar', 'militär', 'beredskap', 'säkerhetspolitik',
'klimat', 'energi', 'kärnkraft', 'abort', 'dödshjälp',
'kriminalitet', 'gängkriminalitet', 'polisen', 'rättsstat',
'immigration', 'defense', 'security', 'climate', 'nuclear', 'crime',
];
/** Keywords signalling immediate constitutional or democratic urgency */
const CONSTITUTIONAL_KEYWORDS: readonly string[] = [
'grundlag', 'regeringsform', 'riksdagsordning', 'vallag', 'folkomröstning',
'konstitution', 'konstitutionell', 'grundlagsskyddad', 'fri- och rättigheter',
'constitutional', 'fundamental law', 'referendum', 'rights',
];
/** Keywords indicating legislative (riksdag-level) impact */
const LEGISLATIVE_KEYWORDS: readonly string[] = [
'riksdagen beslutar', 'proposition', 'lagstiftning', 'lag om',
'ändring i lagen', 'lagändring', 'ny lag', 'lagens tillämpning',
'parliament decides', 'legislation', 'law amendment', 'new law',
];
/** Keywords indicating regulatory/ordinance level impact */
const REGULATORY_KEYWORDS: readonly string[] = [
'förordning', 'föreskrift', 'myndighetsföreskrift', 'reglering',
'regulation', 'ordinance', 'regulatory', 'rule change',
];
/** Keywords for economic/fiscal significance */
const ECONOMIC_HIGH_KEYWORDS: readonly string[] = [
'statsbudget', 'budgetproposition', 'ramproposition', 'statsskuld',
'BNP', 'konjunktur', 'inflation', 'ränta', 'riksbanken',
'skatteintäkter', 'skatteuttag', 'anslag', 'miljarder',
'GDP', 'budget', 'fiscal', 'monetary', 'inflation', 'interest rate', 'billions',
];
/** Committees with systemic governance impact */
const SYSTEMIC_GOVERNANCE_COMMITTEES = new Set(['FiU', 'KU', 'FöU', 'UU']);
/** Document types that are at least standard public-interest sensitivity */
const STANDARD_SENSITIVITY_TYPES = new Set(['prop', 'bet', 'sou', 'prot']);
/** Committees with significant governance impact */
const SIGNIFICANT_GOVERNANCE_COMMITTEES = new Set(['JuU', 'SoU', 'SfU', 'AU', 'MJU', 'UbU', 'SkU']);
/** Document types with immediate policy urgency */
const IMMEDIATE_URGENCY_TYPES = new Set(['bet', 'prot']);
/** Document types with short-term policy urgency */
const SHORT_TERM_URGENCY_TYPES = new Set(['prop', 'ip', 'sou']);
/** Document types with medium-term policy urgency */
const MEDIUM_TERM_URGENCY_TYPES = new Set(['skr', 'ds', 'dir', 'mot']);
// ---------------------------------------------------------------------------
// Numeric dimension value maps (for score computation)
// ---------------------------------------------------------------------------
const SENSITIVITY_SCORES: Readonly<Record<PublicInterestSensitivity, number>> = {
explosive: 100, sensitive: 70, standard: 40, routine: 10,
};
const DEMOCRATIC_SCORES: Readonly<Record<DemocraticIntegrityImpact, number>> = {
critical: 100, significant: 70, moderate: 40, minor: 10,
};
const URGENCY_SCORES: Readonly<Record<PolicyUrgency, number>> = {
immediate: 100, 'short-term': 70, 'medium-term': 40, 'long-term': 10,
};
const ECONOMIC_SCORES: Readonly<Record<EconomicImpact, number>> = {
transformative: 100, major: 70, moderate: 40, minimal: 10,
};
const GOVERNANCE_SCORES: Readonly<Record<GovernanceImpact, number>> = {
systemic: 100, significant: 70, procedural: 40, routine: 10,
};
const POLITICAL_CAPITAL_SCORES: Readonly<Record<PoliticalCapitalImpact, number>> = {
'career-defining': 100, significant: 70, notable: 40, negligible: 10,
};
const LEGISLATIVE_SCORES: Readonly<Record<LegislativeImpact, number>> = {
constitutional: 100, legislative: 70, regulatory: 40, administrative: 10,
};
// ---------------------------------------------------------------------------
// Dimension weights (must sum to 1.0)
// ---------------------------------------------------------------------------
const DIMENSION_WEIGHTS = {
publicInterestSensitivity: 0.20,
democraticIntegrityImpact: 0.20,
policyUrgency: 0.10,
economicImpact: 0.15,
governanceImpact: 0.15,
politicalCapitalImpact: 0.10,
legislativeImpact: 0.10,
} as const;
// ---------------------------------------------------------------------------
// Dimension scorers
// ---------------------------------------------------------------------------
function containsAny(text: string, keywords: readonly string[]): boolean {
const lower = text.toLowerCase();
return keywords.some(kw => lower.includes(kw.toLowerCase()));
}
function getDocText(doc: RawDocument): string {
const fullContentText = doc.fullContent
? doc.fullContent.replace(/<[^>]+>/g, ' ')
: undefined;
const primaryText = doc.fullText ?? fullContentText;
return [
doc.titel, doc.rubrik, doc.undertitel, doc.title,
doc.summary, doc.notis, primaryText,
].filter(Boolean).join(' ');
}
/**
* Derive normalized document type from RawDocument.
* Falls back from `doktyp` to `documentType`, lowercased and trimmed.
*/
function getDocType(doc: RawDocument): string {
return String(doc.doktyp ?? doc.documentType ?? '').toLowerCase().trim();
}
function classifyPublicInterestSensitivity(doc: RawDocument, cia: CIAContext | undefined): PublicInterestSensitivity {
const text = getDocText(doc);
if (containsAny(text, EXPLOSIVE_KEYWORDS)) return 'explosive';
// Unstable coalition elevates sensitivity of policy documents
if (cia?.coalitionStability?.stabilityScore !== undefined && cia.coalitionStability.stabilityScore < 30) {
if (containsAny(text, SENSITIVE_KEYWORDS)) return 'explosive';
}
if (containsAny(text, SENSITIVE_KEYWORDS)) return 'sensitive';
// Government propositions and committee reports are always at least standard
if (STANDARD_SENSITIVITY_TYPES.has(getDocType(doc))) return 'standard';
return 'routine';
}
function classifyDemocraticIntegrityImpact(doc: RawDocument): DemocraticIntegrityImpact {
const text = getDocText(doc);
if (containsAny(text, CONSTITUTIONAL_KEYWORDS)) return 'critical';
// Constitutional/oversight committee involvement is significant
if (doc.organ === 'KU' || doc.organ === 'FiU') return 'significant';
// Propositions always have at least moderate democratic integrity impact
const docType = getDocType(doc);
if (docType === 'prop' || docType === 'bet') return 'moderate';
return 'minor';
}
function classifyPolicyUrgency(doc: RawDocument): PolicyUrgency {
const docType = getDocType(doc);
if (IMMEDIATE_URGENCY_TYPES.has(docType)) return 'immediate';
if (SHORT_TERM_URGENCY_TYPES.has(docType)) return 'short-term';
if (MEDIUM_TERM_URGENCY_TYPES.has(docType)) return 'medium-term';
return 'long-term';
}
function classifyEconomicImpact(doc: RawDocument, cia: CIAContext | undefined): EconomicImpact {
const text = getDocText(doc);
if (containsAny(text, ECONOMIC_HIGH_KEYWORDS)) {
// Budget propositions or finance committee documents are transformative
Eif (doc.organ === 'FiU' || getDocType(doc) === 'prop') return 'transformative';
return 'major';
}
// Fiscal instability amplifies economic impact
if (cia?.coalitionStability?.stabilityScore !== undefined && cia.coalitionStability.stabilityScore < 40) {
return 'major';
}
if (getDocType(doc) === 'prop' || getDocType(doc) === 'bet') return 'moderate';
return 'minimal';
}
function classifyGovernanceImpact(doc: RawDocument): GovernanceImpact {
const committee = doc.organ ?? doc.committee ?? '';
if (SYSTEMIC_GOVERNANCE_COMMITTEES.has(committee)) return 'systemic';
Eif (SIGNIFICANT_GOVERNANCE_COMMITTEES.has(committee)) return 'significant';
if (getDocType(doc) === 'prop' || getDocType(doc) === 'bet') return 'procedural';
return 'routine';
}
function classifyPoliticalCapitalImpact(doc: RawDocument, cia: CIAContext | undefined): PoliticalCapitalImpact {
const text = getDocText(doc);
// Crisis keywords or coalition instability → career-defining
if (containsAny(text, EXPLOSIVE_KEYWORDS)) return 'career-defining';
// Interpellations targeting ministers are notable at minimum
const docType = getDocType(doc);
if (docType === 'ip' || docType === 'fr') {
if (doc.mottagare && doc.mottagare.length > 0) return 'significant';
return 'notable';
}
// Unstable coalition elevates political capital stakes
if (cia?.coalitionStability?.stabilityScore !== undefined && cia.coalitionStability.stabilityScore < 50) {
return 'significant';
}
if (docType === 'prop' || docType === 'bet') return 'notable';
return 'negligible';
}
function classifyLegislativeImpact(doc: RawDocument): LegislativeImpact {
const text = getDocText(doc);
if (containsAny(text, CONSTITUTIONAL_KEYWORDS)) return 'constitutional';
if (containsAny(text, LEGISLATIVE_KEYWORDS)) return 'legislative';
Iif (containsAny(text, REGULATORY_KEYWORDS)) return 'regulatory';
// Committee reports and propositions change legislation by default
if (getDocType(doc) === 'bet' || getDocType(doc) === 'prop') return 'legislative';
return 'administrative';
}
// ---------------------------------------------------------------------------
// Overall classification derivation
// ---------------------------------------------------------------------------
/**
* Derive the overall classification from the composite numeric score.
*
* Thresholds:
* - ≥70 → critical
* - ≥50 → high
* - ≥30 → medium
* - <30 → low
*/
function deriveOverallClassification(score: number): OverallClassification {
if (score >= 70) return 'critical';
if (score >= 50) return 'high';
if (score >= 30) return 'medium';
return 'low';
}
// ---------------------------------------------------------------------------
// Score computation
// ---------------------------------------------------------------------------
/**
* Compute the weighted composite classification score (0–100).
*/
function computeClassificationScore(dimensions: {
publicInterestSensitivity: PublicInterestSensitivity;
democraticIntegrityImpact: DemocraticIntegrityImpact;
policyUrgency: PolicyUrgency;
economicImpact: EconomicImpact;
governanceImpact: GovernanceImpact;
politicalCapitalImpact: PoliticalCapitalImpact;
legislativeImpact: LegislativeImpact;
}): number {
const weighted =
SENSITIVITY_SCORES[dimensions.publicInterestSensitivity] * DIMENSION_WEIGHTS.publicInterestSensitivity +
DEMOCRATIC_SCORES[dimensions.democraticIntegrityImpact] * DIMENSION_WEIGHTS.democraticIntegrityImpact +
URGENCY_SCORES[dimensions.policyUrgency] * DIMENSION_WEIGHTS.policyUrgency +
ECONOMIC_SCORES[dimensions.economicImpact] * DIMENSION_WEIGHTS.economicImpact +
GOVERNANCE_SCORES[dimensions.governanceImpact] * DIMENSION_WEIGHTS.governanceImpact +
POLITICAL_CAPITAL_SCORES[dimensions.politicalCapitalImpact] * DIMENSION_WEIGHTS.politicalCapitalImpact +
LEGISLATIVE_SCORES[dimensions.legislativeImpact] * DIMENSION_WEIGHTS.legislativeImpact;
return Math.min(100, Math.max(0, Math.round(weighted)));
}
// ---------------------------------------------------------------------------
// Rationale builder
// ---------------------------------------------------------------------------
function buildRationale(
doc: RawDocument,
dimensions: Omit<PoliticalClassification, 'overallClassification' | 'classificationScore' | 'rationale'>,
): string[] {
const rationale: string[] = [];
const docType = getDocType(doc) || 'unknown';
const committee = doc.organ ?? doc.committee ?? 'unknown';
// Public interest sensitivity
if (dimensions.publicInterestSensitivity === 'explosive') {
rationale.push('Explosive public interest: Keywords indicate scandal, crisis, or coalition threat');
} else if (dimensions.publicInterestSensitivity === 'sensitive') {
rationale.push('Sensitive topic: immigration, defence, climate, or tax policy detected');
} else {
rationale.push(
`Public interest sensitivity rated as "${dimensions.publicInterestSensitivity}": no explosive or highly sensitive triggers detected`,
);
}
// Democratic integrity impact
if (dimensions.democraticIntegrityImpact === 'critical') {
rationale.push('Critical democratic integrity: Constitutional law or fundamental rights involved');
} else if (dimensions.democraticIntegrityImpact === 'significant') {
rationale.push(`Significant democratic impact: Committee ${committee} has oversight/constitutional role`);
} else {
rationale.push(
`Democratic integrity impact rated as "${dimensions.democraticIntegrityImpact}": limited or routine implications for democratic processes`,
);
}
// Economic impact
if (dimensions.economicImpact === 'transformative') {
rationale.push('Transformative economic impact: Budget or macro-level fiscal content detected');
} else if (dimensions.economicImpact === 'major') {
rationale.push('Major economic impact: Significant fiscal or monetary policy implications');
} else {
rationale.push(
`Economic impact rated as "${dimensions.economicImpact}": no major fiscal or monetary signals detected`,
);
}
// Governance impact
if (dimensions.governanceImpact === 'systemic') {
rationale.push(`Systemic governance impact: Committee ${committee} drives cross-government policy`);
} else {
rationale.push(
`Governance impact rated as "${dimensions.governanceImpact}": ${committee} committee scope`,
);
}
// Legislative impact
if (dimensions.legislativeImpact === 'constitutional') {
rationale.push('Constitutional legislative impact: Affects fundamental law or constitutional order');
} else if (dimensions.legislativeImpact === 'legislative') {
rationale.push(`Legislative impact: Document type ${docType} typically creates or amends statutes`);
} else {
rationale.push(
`Legislative impact rated as "${dimensions.legislativeImpact}": no statutory or constitutional changes detected`,
);
}
// Policy urgency
if (dimensions.policyUrgency === 'immediate') {
rationale.push('Immediate policy urgency: Time-critical document requiring prompt attention');
} else if (dimensions.policyUrgency === 'short-term') {
rationale.push('Short-term policy urgency: Active legislative or committee timeline');
} else {
rationale.push(
`Policy urgency rated as "${dimensions.policyUrgency}": standard parliamentary timeline`,
);
}
// Political capital impact
if (dimensions.politicalCapitalImpact === 'career-defining') {
rationale.push('Career-defining political capital impact: Major reputational stakes for actors involved');
} else if (dimensions.politicalCapitalImpact === 'significant') {
rationale.push('Significant political capital impact: Notable reputational consequences');
} else {
rationale.push(
`Political capital impact rated as "${dimensions.politicalCapitalImpact}": limited reputational stakes`,
);
}
return rationale;
}
// ---------------------------------------------------------------------------
// Public API
// ---------------------------------------------------------------------------
/**
* Classify a parliamentary document across 7 political dimensions.
*
* Applies the ISMS-inspired Political Classification Framework to produce
* a multi-dimensional classification with an aggregated score and rationale.
*
* The function is **pure** — deterministic for the same input, no side effects.
*
* @param doc - The parliamentary document to classify
* @param cia - Optional CIA context (coalition stability influences several dimensions)
* @returns Complete 7-dimension political classification
*
* @example
* ```typescript
* const classification = classifyPoliticalDocument(doc, ciaContext);
* console.log(classification.overallClassification); // 'critical' | 'high' | 'medium' | 'low'
* console.log(classification.classificationScore); // 0-100
* ```
*/
export function classifyPoliticalDocument(
doc: RawDocument,
cia?: CIAContext,
): PoliticalClassification {
const publicInterestSensitivity = classifyPublicInterestSensitivity(doc, cia);
const democraticIntegrityImpact = classifyDemocraticIntegrityImpact(doc);
const policyUrgency = classifyPolicyUrgency(doc);
const economicImpact = classifyEconomicImpact(doc, cia);
const governanceImpact = classifyGovernanceImpact(doc);
const politicalCapitalImpact = classifyPoliticalCapitalImpact(doc, cia);
const legislativeImpact = classifyLegislativeImpact(doc);
const dimensions = {
publicInterestSensitivity,
democraticIntegrityImpact,
policyUrgency,
economicImpact,
governanceImpact,
politicalCapitalImpact,
legislativeImpact,
};
const classificationScore = computeClassificationScore(dimensions);
const overallClassification = deriveOverallClassification(classificationScore);
const rationale = buildRationale(doc, dimensions);
return {
...dimensions,
overallClassification,
classificationScore,
rationale,
};
}
/**
* Classify a batch of parliamentary documents.
*
* Applies `classifyPoliticalDocument` to each document independently.
* Useful for batch processing in the news generation pipeline.
*
* @param docs - Array of documents to classify
* @param cia - Optional shared CIA context for all documents
* @returns Array of classifications, one per input document
*/
export function classifyPoliticalDocuments(
docs: RawDocument[],
cia?: CIAContext,
): PoliticalClassification[] {
return docs.map(doc => classifyPoliticalDocument(doc, cia));
}
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