From 7308e5e64b755c248fa10148453326d8c94a9ad7 Mon Sep 17 00:00:00 2001
From: "copilot-swe-agent[bot]" <198982749+Copilot@users.noreply.github.com>
Date: Fri, 20 Mar 2026 09:47:25 +0000
Subject: [PATCH 01/11] Initial plan
From 591addfdaef36f301953ed0d7ac3c1b4d86bd7fd Mon Sep 17 00:00:00 2001
From: "copilot-swe-agent[bot]" <198982749+Copilot@users.noreply.github.com>
Date: Fri, 20 Mar 2026 10:06:26 +0000
Subject: [PATCH 02/11] Enhance generate-content-based-titles.py with all
article types, keywords, tags, section updates, Unicode fixes
Co-authored-by: pethers <1726836+pethers@users.noreply.github.com>
---
scripts/generate-content-based-titles.py | 610 ++++++++++++++++++++---
1 file changed, 551 insertions(+), 59 deletions(-)
diff --git a/scripts/generate-content-based-titles.py b/scripts/generate-content-based-titles.py
index ae0ee4b881..329364dcaf 100755
--- a/scripts/generate-content-based-titles.py
+++ b/scripts/generate-content-based-titles.py
@@ -40,44 +40,129 @@ class TitleGenerator:
ARTICLE_TYPES = {
'committee-reports': {
'en': 'Committee Reports',
+ 'section': 'Committee Reports',
'format': '{themes} Dominate Committee Agenda'
},
'government-propositions': {
'en': 'Government Propositions',
+ 'section': 'Government Propositions',
'format': '{themes} Lead Government Legislative Push'
},
'opposition-motions': {
'en': 'Opposition Motions',
+ 'section': 'Opposition Motions',
'format': 'Opposition {action} on {themes}'
+ },
+ 'week-ahead': {
+ 'en': 'Week Ahead',
+ 'section': 'The Week Ahead',
+ 'format': '{themes} Headline Parliamentary Week Ahead'
+ },
+ 'interpellation-debates': {
+ 'en': 'Interpellation Debates',
+ 'section': 'Interpellation Debates',
+ 'format': '{themes} Under Fire in Interpellation Debates'
}
}
- # Common policy keywords to extract
+ # Common policy keywords to extract (ordered: longer phrases first to avoid partial matching)
POLICY_KEYWORDS = [
+ # Energy & Nuclear
+ 'nuclear energy', 'nuclear power', 'offshore wind', 'renewable energy',
+ 'radiation protection', 'kärnkraft', 'energy policy',
+
# Security & Law Enforcement
- 'weapons', 'border', 'security', 'defense', 'detention', 'cash controls',
- 'schengen', 'customs', 'enforcement', 'civil liberties',
+ 'honor violence', 'honour violence', 'domestic violence', 'criminal justice',
+ 'criminal recidivism', 'weapons', 'border', 'security', 'defense', 'detention',
+ 'cash controls', 'schengen', 'customs', 'enforcement', 'civil liberties',
# Financial & Economic
'tax', 'vat', 'fraud', 'financial', 'audit', 'crisis management',
- 'transparency', 'ownership', 'beneficial ownership',
+ 'transparency', 'ownership', 'beneficial ownership', 'budget',
# Social Welfare
- 'housing', 'welfare', 'parental', 'parental benefit', 'benefit',
- 'pension', 'elderly care', 'employment', 'labor',
+ 'elderly care', 'elder care', 'social services', 'housing', 'welfare',
+ 'parental benefit', 'parental', 'pension', 'employment', 'labor',
# Government & Administration
'data protection', 'privacy', 'registry', 'cooperative',
'appropriations', 'supplementary', 'government personnel',
+ # Justice & Rights
+ 'sami', 'indigenous rights', 'hunting regulation', 'immigration',
+ 'migration', 'asylum', 'integration',
+
+ # Health
+ 'healthcare', 'health', 'rare diseases', 'patient safety',
+
+ # Infrastructure & Transport
+ 'infrastructure', 'transport', 'road traffic', 'vehicle', 'aviation',
+ 'railway', 'air link',
+
+ # Education & Culture
+ 'education', 'schools', 'university', 'cultural affairs', 'culture',
+
# Sector-Specific
- 'education', 'health', 'trade', 'animal', 'animal protection',
- 'road traffic', 'vehicle', 'renewable energy', 'macroprudential',
+ 'trade', 'industry', 'animal protection', 'animal', 'agriculture',
+ 'macroprudential', 'rural policy', 'rural',
+
+ # EU & International
+ 'eu council', 'european union', 'eu directive', 'international',
- # Language variations
+ # Language & Integration
'language requirement', 'language'
]
+ # Committee names for extraction
+ COMMITTEE_NAMES = {
+ 'social affairs': 'Social Affairs',
+ 'taxation': 'Taxation',
+ 'finance': 'Finance',
+ 'cultural affairs': 'Cultural Affairs',
+ 'social insurance': 'Social Insurance',
+ 'justice': 'Justice',
+ 'constitution': 'Constitution',
+ 'defence': 'Defence',
+ 'industry and trades': 'Industry and Trades',
+ 'industry and trade': 'Industry and Trade',
+ 'civil affairs': 'Civil Affairs',
+ 'education': 'Education',
+ 'environment': 'Environment',
+ 'foreign affairs': 'Foreign Affairs',
+ 'health and welfare': 'Health and Welfare',
+ 'labour market': 'Labour Market',
+ 'transport': 'Transport',
+ }
+
+ # Swedish department names for extraction
+ DEPARTMENT_NAMES = {
+ 'justitiedepartementet': 'Justice',
+ 'socialdepartementet': 'Social Affairs',
+ 'finansdepartementet': 'Finance',
+ 'utbildningsdepartementet': 'Education',
+ 'försvarsdepartementet': 'Defence',
+ 'utrikesdepartementet': 'Foreign Affairs',
+ 'näringsdepartementet': 'Industry',
+ 'kulturdepartementet': 'Culture',
+ 'miljödepartementet': 'Environment',
+ 'arbetsmarknadsdepartementet': 'Labour Market',
+ 'landsbygds- och infrastrukturdepartementet': 'Rural & Infrastructure',
+ 'klimat- och näringslivsdepartementet': 'Climate & Business',
+ 'energi- och näringslivsdepartementet': 'Energy & Business',
+ }
+
+ # Swedish party abbreviations
+ PARTY_NAMES = {
+ '(S)': 'Social Democrats',
+ '(M)': 'Moderates',
+ '(SD)': 'Sweden Democrats',
+ '(C)': 'Centre Party',
+ '(V)': 'Left Party',
+ '(KD)': 'Christian Democrats',
+ '(L)': 'Liberals',
+ '(MP)': 'Green Party',
+ }
+
def __init__(self, news_dir: str = None):
"""Initialize TitleGenerator with news directory path.
@@ -93,21 +178,43 @@ def __init__(self, news_dir: str = None):
self.english_only: bool = True # Safe default: only update English articles
def extract_document_titles(self, html_content: str) -> List[str]:
- """Extract all h3 document titles from article"""
+ """Extract all h3 document titles from article.
+
+ Filters out generic structural h3s (analysis sections, footer headings)
+ and retains content-specific h3s (committee names, policy areas, departments).
+ """
# Find all h3 tags (document titles)
h3_pattern = r'(.*?) '
matches = re.findall(h3_pattern, html_content, re.IGNORECASE)
- # Filter out non-document h3s (like "Sources and Data")
+ # Filter out generic structural h3s
filtered = []
- exclude = ['sources and data', 'watch list', 'political context',
- 'assessment', 'key takeaways', 'källor och data', 'key points',
- 'data sources and references']
+ exclude = [
+ 'sources and data', 'watch list', 'political context',
+ 'key takeaways', 'källor och data', 'key points',
+ 'data sources and references', 'what happened',
+ 'timeline', 'why this matters', 'winners', 'losers',
+ 'political impact', 'actions', 'consequences',
+ 'critical assessment', 'pestle analysis',
+ 'stakeholder impact', 'risk assessment',
+ 'implementation assessment', 'multiple perspectives',
+ 'about riksdagsmonitor', 'quick links',
+ 'built by hack23', 'languages', 'why this week matters',
+ 'key actors', 'ministerial accountability',
+ ]
for match in matches:
- title_lower = match.lower()
- if not any(excl in title_lower for excl in exclude):
- filtered.append(match.strip())
+ # Strip inner HTML tags (e.g., text )
+ clean = re.sub(r'<[^>]+>', '', match).strip()
+ clean = html.unescape(clean)
+ title_lower = clean.lower()
+ # Skip generic headings
+ if any(excl in title_lower for excl in exclude):
+ continue
+ # Skip very short generic headings
+ if len(title_lower) < 3:
+ continue
+ filtered.append(clean)
return filtered
@@ -131,7 +238,17 @@ def extract_document_count(self, html_content: str, article_type: str) -> int:
count_patterns = [
(r'\b[Ss]ix\s+propositions?\b', 6), # Match "Six propositions"
(r'\b(\d+)\s+propositions?\s+submitted', 'digit'),
- (r'(\d+)\s+(?:government\s+)?propositions? ', 'digit')
+ (r'(\d+)\s+(?:government\s+)?propositions? ', 'digit'),
+ (r'\b(\d+)\s+(?:new\s+)?propositions?\b', 'digit')
+ ]
+ elif 'interpellation-debates' in article_type:
+ count_patterns = [
+ (r'\b(\d+)\s+interpellations?\b', 'digit'),
+ ]
+ elif 'week-ahead' in article_type:
+ count_patterns = [
+ (r'\b(\d+)\s+(?:scheduled\s+)?events?\b', 'digit'),
+ (r'\b(\d+)\s+(?:committee\s+)?meetings?\b', 'digit'),
]
else:
return 0
@@ -155,28 +272,59 @@ def extract_document_count(self, html_content: str, article_type: str) -> int:
return 0
def extract_policy_themes(self, document_titles: List[str], max_themes: int = 3) -> List[str]:
- """Extract top policy themes from document titles"""
+ """Extract top policy themes from document titles.
+
+ Checks against POLICY_KEYWORDS, COMMITTEE_NAMES, and DEPARTMENT_NAMES
+ to find the most relevant themes. Uses English translations for
+ Swedish terms.
+ """
if not document_titles:
return []
# Extract keywords from titles
themes = []
- matched_keywords = set() # Track which keywords we've already used
+ matched_keywords = set()
for title in document_titles:
- title_lower = title.lower()
+ # Strip HTML tags and entities from title
+ clean_title = re.sub(r'<[^>]+>', '', title)
+ clean_title = html.unescape(clean_title)
+ title_lower = clean_title.lower()
- # Try to find keyword matches
+ # Check department names first (translate to English)
+ dept_matched = False
+ for dept_key, dept_name in self.DEPARTMENT_NAMES.items():
+ if dept_key in title_lower and dept_name not in themes:
+ themes.append(dept_name)
+ matched_keywords.add(dept_key)
+ dept_matched = True
+ break
+ if dept_matched:
+ continue
+
+ # Check committee names
+ committee_matched = False
+ for comm_key, comm_name in self.COMMITTEE_NAMES.items():
+ if f'committee on {comm_key}' in title_lower or f'committee on the {comm_key}' in title_lower:
+ if comm_name not in themes:
+ themes.append(comm_name)
+ matched_keywords.add(comm_key)
+ committee_matched = True
+ break
+ if committee_matched:
+ continue
+
+ # Try to find policy keyword matches
for keyword in self.POLICY_KEYWORDS:
if keyword in title_lower and keyword not in matched_keywords:
- # Capitalize first letter of each word
theme = ' '.join(word.capitalize() for word in keyword.split())
- # Fix special cases
if theme == 'Vat':
theme = 'VAT'
+ elif theme == 'Eu Council':
+ theme = 'EU Council'
themes.append(theme)
matched_keywords.add(keyword)
- break # Only one keyword per title to avoid over-counting
+ break
# Count frequency and get top themes
theme_counts = Counter(themes)
@@ -193,8 +341,14 @@ def extract_policy_themes(self, document_titles: List[str], max_themes: int = 3)
if any(kw in title_lower for kw in matched_keywords):
continue
- # Extract meaningful phrases (avoid generic words)
+ # Extract meaningful phrases (avoid generic words and document refs)
skip_words = {'the', 'a', 'an', 'of', 'for', 'on', 'in', 'at', 'to', 'and', 'or'}
+ # Skip titles that are proposition/motion references
+ if re.match(r'^prop\.?\s+\d', title_lower) or re.match(r'^mot\.?\s+\d', title_lower):
+ continue
+ # Skip titles that look like reference numbers
+ if re.match(r'^[A-Z]+\d+', title):
+ continue
words = []
for word in title.split()[:4]: # Look at first 4 words
@@ -214,11 +368,67 @@ def extract_policy_themes(self, document_titles: List[str], max_themes: int = 3)
return top_themes[:max_themes]
def generate_title(self, article_type: str, document_titles: List[str],
- date: str, lang: str = 'en') -> str:
- """Generate unique, SEO-optimized title"""
+ date: str, lang: str = 'en',
+ html_content: str = '') -> str:
+ """Generate unique, SEO-optimized title.
+
+ Uses document titles for theme extraction. Falls back to scanning
+ html_content body for themes when no document titles are available.
+ """
themes = self.extract_policy_themes(document_titles, max_themes=3)
+ # Determine if themes are good quality (English, no reference numbers)
+ def is_good_theme(t: str) -> bool:
+ """Check if a theme is suitable for English article titles."""
+ # Reject proposition/motion reference numbers
+ if re.match(r'^(Prop|Mot|HD)\b', t):
+ return False
+ # Reject very short unclear themes
+ if len(t) < 3:
+ return False
+ return True
+
+ good_themes = [t for t in themes if is_good_theme(t)]
+
+ # If insufficient good themes from h3 titles, augment from body content
+ if len(good_themes) < 2 and html_content:
+ body_lower = html_content.lower()
+ seen = {t.lower() for t in good_themes}
+ # Check committee names in body
+ for pattern, name in self.COMMITTEE_NAMES.items():
+ if (f'committee on {pattern}' in body_lower or
+ f'committee on the {pattern}' in body_lower):
+ if name.lower() not in seen:
+ good_themes.append(name)
+ seen.add(name.lower())
+ if len(good_themes) >= 3:
+ break
+ # Check department names in body
+ if len(good_themes) < 3:
+ for pattern, name in self.DEPARTMENT_NAMES.items():
+ if pattern in body_lower and name.lower() not in seen:
+ good_themes.append(name)
+ seen.add(name.lower())
+ if len(good_themes) >= 3:
+ break
+ # Check policy keywords in body
+ if len(good_themes) < 3:
+ for keyword in self.POLICY_KEYWORDS:
+ if keyword in body_lower:
+ theme = ' '.join(w.capitalize() for w in keyword.split())
+ if theme == 'Vat':
+ theme = 'VAT'
+ elif theme == 'Eu Council':
+ theme = 'EU Council'
+ if theme.lower() not in seen:
+ good_themes.append(theme)
+ seen.add(theme.lower())
+ if len(good_themes) >= 3:
+ break
+
+ themes = good_themes
+
if not themes:
# Fallback to date-based unique title
return f"{self.ARTICLE_TYPES[article_type]['en']} for {date}"
@@ -253,6 +463,20 @@ def generate_title(self, article_type: str, document_titles: List[str],
else:
title = f"Opposition Challenges Government on {themes[0]}"
+ elif article_type == 'week-ahead':
+ # Format: "{Theme1} and {Theme2} Headline Parliamentary Week Ahead"
+ if len(themes) >= 2:
+ title = f"{themes[0]} and {themes[1]} Headline Week Ahead"
+ else:
+ title = f"{themes[0]} Headlines Parliamentary Week"
+
+ elif article_type == 'interpellation-debates':
+ # Format: "{Theme1} and {Theme2} Under Fire in Interpellations"
+ if len(themes) >= 2:
+ title = f"{themes[0]} and {themes[1]} Under Fire in Interpellations"
+ else:
+ title = f"{themes[0]} Under Scrutiny in Interpellation Debates"
+
else:
# Generic fallback
if len(themes) >= 2:
@@ -281,11 +505,32 @@ def generate_title(self, article_type: str, document_titles: List[str],
return title
def generate_description(self, document_titles: List[str],
- article_type: str, count: int) -> str:
- """Generate SEO-optimized description (150-160 characters)"""
+ article_type: str, count: int,
+ html_content: str = '') -> str:
+ """Generate SEO-optimized description (150-160 characters).
+
+ Falls back to scanning html_content when no themes found from titles.
+ """
themes = self.extract_policy_themes(document_titles, max_themes=4)
+ # If no themes from titles, extract from body content
+ if not themes and html_content:
+ body_lower = html_content.lower()
+ for pattern, name in self.COMMITTEE_NAMES.items():
+ if (f'committee on {pattern}' in body_lower or
+ f'committee on the {pattern}' in body_lower):
+ if name not in themes:
+ themes.append(name)
+ if len(themes) >= 4:
+ break
+ if len(themes) < 4:
+ for pattern, name in self.DEPARTMENT_NAMES.items():
+ if pattern in body_lower and name not in themes:
+ themes.append(name)
+ if len(themes) >= 4:
+ break
+
if not themes:
# Fallback description
type_name = self.ARTICLE_TYPES[article_type]['en'].lower()
@@ -299,8 +544,12 @@ def generate_description(self, document_titles: List[str],
type_name = self.ARTICLE_TYPES[article_type]['en'].lower()
- # Generate description
- desc = f"Analysis of {count} {type_name} covering {theme_list.lower()}"
+ # Generate description based on article type
+ if article_type == 'week-ahead':
+ # Week-ahead doesn't have a "count" of documents — describe the parliamentary agenda
+ desc = f"Riksdag parliamentary agenda covering {theme_list.lower()} committee meetings and debates"
+ else:
+ desc = f"Analysis of {count} {type_name} covering {theme_list.lower()}"
# Add context based on article type
if article_type == 'committee-reports':
@@ -309,6 +558,10 @@ def generate_description(self, document_titles: List[str],
desc += " shaping legislative agenda"
elif article_type == 'opposition-motions':
desc += " challenging government policy"
+ elif article_type == 'week-ahead':
+ desc += " for the coming week"
+ elif article_type == 'interpellation-debates':
+ desc += " holding ministers to account"
# Truncate if too long (160 char max)
if len(desc) > 160:
@@ -316,8 +569,134 @@ def generate_description(self, document_titles: List[str],
return desc
+ def extract_content_keywords(self, html_content: str, article_type: str) -> List[str]:
+ """Extract content-specific keywords from article body text.
+
+ Scans the full article HTML for policy topics, committee names,
+ department names, party references, and policy-specific terms.
+ Returns a deduplicated list of relevant keywords.
+ """
+ body_lower = html_content.lower()
+ keywords = []
+ seen = set()
+
+ def add_kw(kw: str) -> None:
+ key = kw.lower()
+ if key not in seen:
+ seen.add(key)
+ keywords.append(kw)
+
+ # Extract committee names
+ for pattern, name in self.COMMITTEE_NAMES.items():
+ if f'committee on {pattern}' in body_lower or f'committee on the {pattern}' in body_lower:
+ add_kw(name)
+
+ # Extract department names
+ for pattern, name in self.DEPARTMENT_NAMES.items():
+ if pattern in body_lower:
+ add_kw(name)
+
+ # Extract party references
+ for abbrev, name in self.PARTY_NAMES.items():
+ if abbrev.lower() in body_lower or name.lower() in body_lower:
+ add_kw(name)
+
+ # Extract policy keywords (longer phrases first since they are ordered that way)
+ for keyword in self.POLICY_KEYWORDS:
+ if keyword in body_lower:
+ # Capitalize first letter of each word
+ theme = ' '.join(word.capitalize() for word in keyword.split())
+ if theme == 'Vat':
+ theme = 'VAT'
+ if theme == 'Eu Council':
+ theme = 'EU Council'
+ if theme == 'Eu Directive':
+ theme = 'EU Directive'
+ add_kw(theme)
+
+ # Extract minister names (pattern: "FirstName LastName (Party)")
+ minister_pattern = r'([A-ZÅÄÖ][a-zåäö]+ [A-ZÅÄÖ][a-zåäö]+) \([MSDCVKLP]+\)'
+ for match in re.findall(minister_pattern, html_content):
+ if len(match) > 5:
+ add_kw(match)
+
+ # Add article-type-specific keywords
+ type_kws = {
+ 'committee-reports': ['Riksdag Committees', 'betänkanden', 'parliamentary review'],
+ 'government-propositions': ['government bills', 'propositioner', 'legislative agenda'],
+ 'opposition-motions': ['opposition', 'parliamentary motions', 'motioner'],
+ 'week-ahead': ['parliamentary calendar', 'Riksdag schedule', 'upcoming debates'],
+ 'interpellation-debates': ['interpellations', 'ministerial accountability', 'parliamentary oversight'],
+ }
+ for kw in type_kws.get(article_type, []):
+ add_kw(kw)
+
+ # Always add base keywords
+ for kw in ['Swedish Parliament', 'Riksdag', 'Sweden']:
+ add_kw(kw)
+
+ return keywords[:20] # Cap at 20 keywords
+
+ def generate_content_tags(self, html_content: str, article_type: str,
+ themes: List[str]) -> List[str]:
+ """Generate multiple content-specific article tags from article body.
+
+ Creates tags from themes, committee/department names, and policy areas.
+ Returns a list of 3-8 specific tags for article:tag metadata.
+ """
+ body_lower = html_content.lower()
+ tags = []
+ seen = set()
+
+ def add_tag(tag: str) -> None:
+ key = tag.lower()
+ if key not in seen:
+ # Skip proposition/motion references as tags
+ if re.match(r'^prop[\. ]', tag, re.IGNORECASE):
+ return
+ if re.match(r'^mot[\. ]', tag, re.IGNORECASE):
+ return
+ # Ensure proper title case
+ if tag[0].islower():
+ tag = tag[0].upper() + tag[1:]
+ seen.add(key)
+ tags.append(tag)
+
+ # Add themes as tags
+ for theme in themes:
+ add_tag(theme)
+
+ # Add committee names found in content
+ for pattern, name in self.COMMITTEE_NAMES.items():
+ if f'committee on {pattern}' in body_lower or f'committee on the {pattern}' in body_lower:
+ add_tag(name)
+
+ # Add department names found in content
+ for pattern, name in self.DEPARTMENT_NAMES.items():
+ if pattern in body_lower:
+ add_tag(name)
+
+ # Add parties found in content
+ for abbrev, name in self.PARTY_NAMES.items():
+ if abbrev.lower() in body_lower:
+ add_tag(name)
+
+ # Add article type as tag
+ type_label = self.ARTICLE_TYPES.get(article_type, {}).get('en', '')
+ if type_label:
+ add_tag(type_label)
+
+ return tags[:10] # Cap at 10 tags
+
+ def get_article_section(self, article_type: str) -> str:
+ """Return the correct article:section value for a given article type."""
+ return self.ARTICLE_TYPES.get(article_type, {}).get('section', 'News')
+
def update_article_metadata(self, filepath: Path, new_title: str,
- new_description: str, dry_run: bool = False) -> bool:
+ new_description: str, dry_run: bool = False,
+ keywords: List[str] = None,
+ tags: List[str] = None,
+ article_section: str = None) -> bool:
"""Update all metadata fields in an article"""
try:
@@ -379,37 +758,39 @@ def update_article_metadata(self, filepath: Path, new_title: str,
count=1
)
- # 7. Update Schema.org NewsArticle headline (use json.dumps for safe escaping)
- safe_title = json.dumps(new_title)[1:-1] # Remove quotes from json.dumps output
+ # 7. Update Schema.org NewsArticle headline
+ # Use ensure_ascii=False to preserve Unicode (ä, ö, ü, etc.) and
+ # avoid \uXXXX escapes that conflict with regex backreference parsing.
+ safe_title = json.dumps(new_title, ensure_ascii=False)[1:-1]
content = re.sub(
r'"headline":\s*"[^"]*"',
- f'"headline": "{safe_title}"',
+ lambda m: f'"headline": "{safe_title}"',
content,
count=1
)
# 8. Update Schema.org alternativeHeadline
- safe_description = json.dumps(new_description)[1:-1]
+ safe_description = json.dumps(new_description, ensure_ascii=False)[1:-1]
content = re.sub(
r'"alternativeHeadline":\s*"[^"]*"',
- f'"alternativeHeadline": "{safe_description}"',
+ lambda m: f'"alternativeHeadline": "{safe_description}"',
content,
count=1
)
- # 9. Update Schema.org description
+ # 9. Update Schema.org description (use lambda to avoid backreference escape issues)
content = re.sub(
r'("@type":\s*"NewsArticle".*?"description":\s*)"[^"]*"',
- f'\\1"{safe_description}"',
+ lambda m: m.group(1) + f'"{safe_description}"',
content,
count=1,
flags=re.DOTALL
)
- # 10. Update BreadcrumbList position 3 name (use full title for consistency)
+ # 10. Update BreadcrumbList position 3 name (use lambda to avoid escape issues)
content = re.sub(
r'("position":\s*3,\s*"name":\s*)"[^"]*"',
- f'\\1"{safe_title}"',
+ lambda m: m.group(1) + f'"{safe_title}"',
content,
count=1
)
@@ -422,6 +803,82 @@ def update_article_metadata(self, filepath: Path, new_title: str,
count=1
)
+ # 12. Update meta keywords (deduplicated, content-based)
+ if keywords:
+ keywords_str = ', '.join(keywords)
+ content = re.sub(
+ r'تقارير اللجان: أولويات البرلمان هذا الأسبوع
- Domestic Violence and Elder Care Language Rules Lead Committee Agenda
+
diff --git a/news/2026-03-20-committee-reports-da.html b/news/2026-03-20-committee-reports-da.html
index 77878b286d..167a245203 100644
--- a/news/2026-03-20-committee-reports-da.html
+++ b/news/2026-03-20-committee-reports-da.html
@@ -4,15 +4,15 @@
Udvalgsbetænkninger: Parlamentets prioriteringer denne uge
- Domestic Violence and Elder Care Language Rules Lead Committee Agenda
+
diff --git a/news/2026-03-20-committee-reports-de.html b/news/2026-03-20-committee-reports-de.html
index 8c8d087635..e1f2091696 100644
--- a/news/2026-03-20-committee-reports-de.html
+++ b/news/2026-03-20-committee-reports-de.html
@@ -4,15 +4,15 @@
Ausschussberichte: Parlamentarische Prioritäten diese Woche
- Domestic Violence and Elder Care Language Rules Lead Committee Agenda
+
diff --git a/news/2026-03-20-committee-reports-en.html b/news/2026-03-20-committee-reports-en.html
index 9bfe367da3..8e1c243017 100644
--- a/news/2026-03-20-committee-reports-en.html
+++ b/news/2026-03-20-committee-reports-en.html
@@ -4,15 +4,15 @@
Committee Reports: Parliamentary Priorities This Week
- Domestic Violence and Elder Care Language Rules Lead Committee Agenda
+
diff --git a/news/2026-03-20-committee-reports-es.html b/news/2026-03-20-committee-reports-es.html
index 7000038a2d..8a0a86fc57 100644
--- a/news/2026-03-20-committee-reports-es.html
+++ b/news/2026-03-20-committee-reports-es.html
@@ -4,15 +4,15 @@
Informes de comisión: Prioridades parlamentarias esta semana
- Domestic Violence and Elder Care Language Rules Lead Committee Agenda
+
diff --git a/news/2026-03-20-committee-reports-fi.html b/news/2026-03-20-committee-reports-fi.html
index 4997e761d7..f19feaa160 100644
--- a/news/2026-03-20-committee-reports-fi.html
+++ b/news/2026-03-20-committee-reports-fi.html
@@ -4,15 +4,15 @@
Valiokunnan mietinnöt: Eduskunnan painopisteet tällä viikolla
- Domestic Violence and Elder Care Language Rules Lead Committee Agenda
+
diff --git a/news/2026-03-20-committee-reports-fr.html b/news/2026-03-20-committee-reports-fr.html
index 0684e3663b..f7c3b944d4 100644
--- a/news/2026-03-20-committee-reports-fr.html
+++ b/news/2026-03-20-committee-reports-fr.html
@@ -4,15 +4,15 @@
Rapports de commission: Priorités parlementaires cette semaine
- Domestic Violence and Elder Care Language Rules Lead Committee Agenda
+
diff --git a/news/2026-03-20-committee-reports-he.html b/news/2026-03-20-committee-reports-he.html
index c782b18d7d..e5ce206998 100644
--- a/news/2026-03-20-committee-reports-he.html
+++ b/news/2026-03-20-committee-reports-he.html
@@ -4,15 +4,15 @@
דוחות ועדה: עדיפויות פרלמנטריות השבוע
- Domestic Violence and Elder Care Language Rules Lead Committee Agenda
+
diff --git a/news/2026-03-20-committee-reports-ja.html b/news/2026-03-20-committee-reports-ja.html
index 07e0ab8f7f..28d421b0c4 100644
--- a/news/2026-03-20-committee-reports-ja.html
+++ b/news/2026-03-20-committee-reports-ja.html
@@ -4,15 +4,15 @@
委員会報告：今週の議会の優先事項
- Domestic Violence and Elder Care Language Rules Lead Committee Agenda
+
diff --git a/news/2026-03-20-committee-reports-ko.html b/news/2026-03-20-committee-reports-ko.html
index 1b3ce20fd1..3864472f5d 100644
--- a/news/2026-03-20-committee-reports-ko.html
+++ b/news/2026-03-20-committee-reports-ko.html
@@ -4,15 +4,15 @@
위원회 보고서: 이번 주 의회 우선순위
- Domestic Violence and Elder Care Language Rules Lead Committee Agenda
+
diff --git a/news/2026-03-20-committee-reports-nl.html b/news/2026-03-20-committee-reports-nl.html
index 30c5dde6cc..0faea0fd10 100644
--- a/news/2026-03-20-committee-reports-nl.html
+++ b/news/2026-03-20-committee-reports-nl.html
@@ -4,15 +4,15 @@
Commissieverslagen: Parlementaire prioriteiten deze week
- Domestic Violence and Elder Care Language Rules Lead Committee Agenda
+
diff --git a/news/2026-03-20-committee-reports-no.html b/news/2026-03-20-committee-reports-no.html
index 351b1f5761..bd0e630f47 100644
--- a/news/2026-03-20-committee-reports-no.html
+++ b/news/2026-03-20-committee-reports-no.html
@@ -4,15 +4,15 @@
Komitéinnstillinger: Parlamentets prioriteringer denne uke
- Domestic Violence and Elder Care Language Rules Lead Committee Agenda
+
diff --git a/news/2026-03-20-committee-reports-sv.html b/news/2026-03-20-committee-reports-sv.html
index 3a5ec1764d..3f8ef1d2fc 100644
--- a/news/2026-03-20-committee-reports-sv.html
+++ b/news/2026-03-20-committee-reports-sv.html
@@ -4,15 +4,15 @@
Utskottsbetänkanden: Riksdagens prioriteringar denna vecka
- Domestic Violence and Elder Care Language Rules Lead Committee Agenda
+
diff --git a/news/2026-03-20-committee-reports-zh.html b/news/2026-03-20-committee-reports-zh.html
index 5e99bf8ad5..c611db1059 100644
--- a/news/2026-03-20-committee-reports-zh.html
+++ b/news/2026-03-20-committee-reports-zh.html
@@ -4,15 +4,15 @@
委员会报告：本周议会优先事项
- Domestic Violence and Elder Care Language Rules Lead Committee Agenda
+
diff --git a/news/2026-03-20-government-propositions-ar.html b/news/2026-03-20-government-propositions-ar.html
index 93bfe18d74..ee9c35f099 100644
--- a/news/2026-03-20-government-propositions-ar.html
+++ b/news/2026-03-20-government-propositions-ar.html
@@ -4,15 +4,15 @@
مقترحات الحكومة: أولويات السياسة هذا الأسبوع
- Honor Violence Crackdown and Criminal Justice Reform Lead Government Push
+
diff --git a/news/2026-03-20-government-propositions-da.html b/news/2026-03-20-government-propositions-da.html
index 07baee16d6..f28dfef881 100644
--- a/news/2026-03-20-government-propositions-da.html
+++ b/news/2026-03-20-government-propositions-da.html
@@ -4,15 +4,15 @@
Regeringsforslag: Politiske prioriteringer denne uge
- Honor Violence Crackdown and Criminal Justice Reform Lead Government Push
+
diff --git a/news/2026-03-20-government-propositions-de.html b/news/2026-03-20-government-propositions-de.html
index 29cdf8b9cc..171cc100ef 100644
--- a/news/2026-03-20-government-propositions-de.html
+++ b/news/2026-03-20-government-propositions-de.html
@@ -4,15 +4,15 @@
Regierungsvorlagen: Politische Prioritäten diese Woche
- Honor Violence Crackdown and Criminal Justice Reform Lead Government Push
+
diff --git a/news/2026-03-20-government-propositions-en.html b/news/2026-03-20-government-propositions-en.html
index d96eb2d4a2..1ee18b1fbb 100644
--- a/news/2026-03-20-government-propositions-en.html
+++ b/news/2026-03-20-government-propositions-en.html
@@ -4,15 +4,15 @@
Government Propositions: Policy Priorities This Week
- Honor Violence Crackdown and Criminal Justice Reform Lead Government Push
+
diff --git a/news/2026-03-20-government-propositions-es.html b/news/2026-03-20-government-propositions-es.html
index 647d53c291..3b842b83bc 100644
--- a/news/2026-03-20-government-propositions-es.html
+++ b/news/2026-03-20-government-propositions-es.html
@@ -4,15 +4,15 @@
Proposiciones gubernamentales: Prioridades políticas esta semana
- Honor Violence Crackdown and Criminal Justice Reform Lead Government Push
+
diff --git a/news/2026-03-20-government-propositions-fi.html b/news/2026-03-20-government-propositions-fi.html
index b785f26161..e55bc54c36 100644
--- a/news/2026-03-20-government-propositions-fi.html
+++ b/news/2026-03-20-government-propositions-fi.html
@@ -4,15 +4,15 @@
Hallituksen esitykset: Politiikan painopisteet tällä viikolla
- Honor Violence Crackdown and Criminal Justice Reform Lead Government Push
+
diff --git a/news/2026-03-20-government-propositions-fr.html b/news/2026-03-20-government-propositions-fr.html
index f8a16fdc65..88667b67c1 100644
--- a/news/2026-03-20-government-propositions-fr.html
+++ b/news/2026-03-20-government-propositions-fr.html
@@ -4,15 +4,15 @@
Propositions gouvernementales: Priorités politiques cette semaine
- Honor Violence Crackdown and Criminal Justice Reform Lead Government Push
+
diff --git a/news/2026-03-20-government-propositions-he.html b/news/2026-03-20-government-propositions-he.html
index a0a63b65eb..d94e213f71 100644
--- a/news/2026-03-20-government-propositions-he.html
+++ b/news/2026-03-20-government-propositions-he.html
@@ -4,15 +4,15 @@
הצעות חוק ממשלתיות: עדיפויות מדיניות השבוע
- Honor Violence Crackdown and Criminal Justice Reform Lead Government Push
+
diff --git a/news/2026-03-20-government-propositions-ja.html b/news/2026-03-20-government-propositions-ja.html
index 461e544930..31bfad163f 100644
--- a/news/2026-03-20-government-propositions-ja.html
+++ b/news/2026-03-20-government-propositions-ja.html
@@ -4,15 +4,15 @@
政府法案：今週の政策優先事項
- Honor Violence Crackdown and Criminal Justice Reform Lead Government Push
+
diff --git a/news/2026-03-20-government-propositions-ko.html b/news/2026-03-20-government-propositions-ko.html
index 4703cafe2a..00b8b1ef19 100644
--- a/news/2026-03-20-government-propositions-ko.html
+++ b/news/2026-03-20-government-propositions-ko.html
@@ -4,15 +4,15 @@
정부 법안: 이번 주 정책 우선순위
- Honor Violence Crackdown and Criminal Justice Reform Lead Government Push
+
diff --git a/news/2026-03-20-government-propositions-nl.html b/news/2026-03-20-government-propositions-nl.html
index 841cf5fc37..bc5d35fdcf 100644
--- a/news/2026-03-20-government-propositions-nl.html
+++ b/news/2026-03-20-government-propositions-nl.html
@@ -4,15 +4,15 @@
Regeringsvoorstellen: Beleidsprioriteiten deze week
- Honor Violence Crackdown and Criminal Justice Reform Lead Government Push
+
diff --git a/news/2026-03-20-government-propositions-no.html b/news/2026-03-20-government-propositions-no.html
index f9990965f4..3e25c81c49 100644
--- a/news/2026-03-20-government-propositions-no.html
+++ b/news/2026-03-20-government-propositions-no.html
@@ -4,15 +4,15 @@
Regjeringsproposisjoner: Politiske prioriteringer denne uke
- Honor Violence Crackdown and Criminal Justice Reform Lead Government Push
+
diff --git a/news/2026-03-20-government-propositions-sv.html b/news/2026-03-20-government-propositions-sv.html
index 5acbdfe748..bf8742371c 100644
--- a/news/2026-03-20-government-propositions-sv.html
+++ b/news/2026-03-20-government-propositions-sv.html
@@ -4,15 +4,15 @@
Regeringens propositioner: Veckans prioriteringar
- Honor Violence Crackdown and Criminal Justice Reform Lead Government Push
+
diff --git a/news/2026-03-20-government-propositions-zh.html b/news/2026-03-20-government-propositions-zh.html
index c0170f540a..ff198d4cf3 100644
--- a/news/2026-03-20-government-propositions-zh.html
+++ b/news/2026-03-20-government-propositions-zh.html
@@ -4,15 +4,15 @@
政府法案：本周政策优先事项
- Honor Violence Crackdown and Criminal Justice Reform Lead Government Push
+
diff --git a/news/2026-03-20-interpellation-debates-en.html b/news/2026-03-20-interpellation-debates-en.html
index df71866a44..4a021e1557 100644
--- a/news/2026-03-20-interpellation-debates-en.html
+++ b/news/2026-03-20-interpellation-debates-en.html
@@ -4,15 +4,15 @@
Interpellation Debates: Holding Government to Account
- Elderly Care Crisis and Landerholm Scandal Dominate Interpellations
+
diff --git a/news/2026-03-20-interpellation-debates-sv.html b/news/2026-03-20-interpellation-debates-sv.html
index 14cb1ff270..9c0cda6258 100644
--- a/news/2026-03-20-interpellation-debates-sv.html
+++ b/news/2026-03-20-interpellation-debates-sv.html
@@ -4,15 +4,15 @@
Interpellationsdebatter: Regeringen ställs till svars
- Elderly Care Crisis and Landerholm Scandal Dominate Interpellations
+
diff --git a/news/2026-03-20-opposition-motions-ar.html b/news/2026-03-20-opposition-motions-ar.html
index 219d632cee..0c5099af84 100644
--- a/news/2026-03-20-opposition-motions-ar.html
+++ b/news/2026-03-20-opposition-motions-ar.html
@@ -4,15 +4,15 @@
اقتراحات المعارضة: خطوط المعركة هذا الأسبوع
- Left Party Mounts Nuclear Safety Challenge as Opposition Targets Energy
+
diff --git a/news/2026-03-20-opposition-motions-da.html b/news/2026-03-20-opposition-motions-da.html
index 10181453a1..a3734d6fb1 100644
--- a/news/2026-03-20-opposition-motions-da.html
+++ b/news/2026-03-20-opposition-motions-da.html
@@ -4,15 +4,15 @@
Oppositionsforslag: Ugens kamppladser
- Left Party Mounts Nuclear Safety Challenge as Opposition Targets Energy
+
diff --git a/news/2026-03-20-opposition-motions-de.html b/news/2026-03-20-opposition-motions-de.html
index b5369288c4..d8e4b9948a 100644
--- a/news/2026-03-20-opposition-motions-de.html
+++ b/news/2026-03-20-opposition-motions-de.html
@@ -4,15 +4,15 @@
Oppositionsanträge: Kampflinien dieser Woche
- Left Party Mounts Nuclear Safety Challenge as Opposition Targets Energy
+
diff --git a/news/2026-03-20-opposition-motions-en.html b/news/2026-03-20-opposition-motions-en.html
index 09f2e018d0..3d3f4ce695 100644
--- a/news/2026-03-20-opposition-motions-en.html
+++ b/news/2026-03-20-opposition-motions-en.html
@@ -4,15 +4,15 @@
Opposition Motions: Battle Lines This Week
- Left Party Mounts Nuclear Safety Challenge as Opposition Targets Energy
+
diff --git a/news/2026-03-20-opposition-motions-es.html b/news/2026-03-20-opposition-motions-es.html
index 5d9c1d4d78..ab7548bd35 100644
--- a/news/2026-03-20-opposition-motions-es.html
+++ b/news/2026-03-20-opposition-motions-es.html
@@ -4,15 +4,15 @@
Mociones de oposición: Líneas de batalla esta semana
- Left Party Mounts Nuclear Safety Challenge as Opposition Targets Energy
+
diff --git a/news/2026-03-20-opposition-motions-fi.html b/news/2026-03-20-opposition-motions-fi.html
index 6ad328ad4e..114cbc5a58 100644
--- a/news/2026-03-20-opposition-motions-fi.html
+++ b/news/2026-03-20-opposition-motions-fi.html
@@ -4,15 +4,15 @@
Opposition aloitteet: Viikon taistelulinjat
- Left Party Mounts Nuclear Safety Challenge as Opposition Targets Energy
+
diff --git a/news/2026-03-20-opposition-motions-fr.html b/news/2026-03-20-opposition-motions-fr.html
index f15ff15e70..ab3afd7294 100644
--- a/news/2026-03-20-opposition-motions-fr.html
+++ b/news/2026-03-20-opposition-motions-fr.html
@@ -4,15 +4,15 @@
Motions d'opposition: Lignes de bataille cette semaine
- Left Party Mounts Nuclear Safety Challenge as Opposition Targets Energy
+
diff --git a/news/2026-03-20-opposition-motions-he.html b/news/2026-03-20-opposition-motions-he.html
index 625abcee9f..485a60c652 100644
--- a/news/2026-03-20-opposition-motions-he.html
+++ b/news/2026-03-20-opposition-motions-he.html
@@ -4,15 +4,15 @@
הצעות אופוזיציה: קווי העימות השבוע
- Left Party Mounts Nuclear Safety Challenge as Opposition Targets Energy
+
diff --git a/news/2026-03-20-opposition-motions-ja.html b/news/2026-03-20-opposition-motions-ja.html
index 736051d04b..0a8f530d1c 100644
--- a/news/2026-03-20-opposition-motions-ja.html
+++ b/news/2026-03-20-opposition-motions-ja.html
@@ -4,15 +4,15 @@
野党動議：今週の対立構図
- Left Party Mounts Nuclear Safety Challenge as Opposition Targets Energy
+
diff --git a/news/2026-03-20-opposition-motions-ko.html b/news/2026-03-20-opposition-motions-ko.html
index f53efd09f5..2774ab742c 100644
--- a/news/2026-03-20-opposition-motions-ko.html
+++ b/news/2026-03-20-opposition-motions-ko.html
@@ -4,15 +4,15 @@
야당 동의: 이번 주 대립 구도
- Left Party Mounts Nuclear Safety Challenge as Opposition Targets Energy
+
diff --git a/news/2026-03-20-opposition-motions-nl.html b/news/2026-03-20-opposition-motions-nl.html
index ea67384718..20e5ea7950 100644
--- a/news/2026-03-20-opposition-motions-nl.html
+++ b/news/2026-03-20-opposition-motions-nl.html
@@ -4,15 +4,15 @@
Oppositiemoties: Strijdlijnen deze week
- Left Party Mounts Nuclear Safety Challenge as Opposition Targets Energy
+
diff --git a/news/2026-03-20-opposition-motions-no.html b/news/2026-03-20-opposition-motions-no.html
index bffe29c0b1..a2f9b191fb 100644
--- a/news/2026-03-20-opposition-motions-no.html
+++ b/news/2026-03-20-opposition-motions-no.html
@@ -4,15 +4,15 @@
Opposisjonsforslag: Ukens kamplinjer
- Left Party Mounts Nuclear Safety Challenge as Opposition Targets Energy
+
diff --git a/news/2026-03-20-opposition-motions-sv.html b/news/2026-03-20-opposition-motions-sv.html
index eb0e9c92df..e7cf65c71c 100644
--- a/news/2026-03-20-opposition-motions-sv.html
+++ b/news/2026-03-20-opposition-motions-sv.html
@@ -4,15 +4,15 @@
Oppositionsmotioner: Veckans stridslinjer
- Left Party Mounts Nuclear Safety Challenge as Opposition Targets Energy
+
diff --git a/news/2026-03-20-opposition-motions-zh.html b/news/2026-03-20-opposition-motions-zh.html
index 93a3d71d88..2a79633ce2 100644
--- a/news/2026-03-20-opposition-motions-zh.html
+++ b/news/2026-03-20-opposition-motions-zh.html
@@ -4,15 +4,15 @@
反对党动议：本周对立格局
- Left Party Mounts Nuclear Safety Challenge as Opposition Targets Energy
+
diff --git a/news/2026-03-20-week-ahead-en.html b/news/2026-03-20-week-ahead-en.html
index 198df9f4ab..df0434168f 100644
--- a/news/2026-03-20-week-ahead-en.html
+++ b/news/2026-03-20-week-ahead-en.html
@@ -4,15 +4,15 @@
Week Ahead: 2026-03-21 to 2026-03-28
- EU Council Review and Plenary Votes Headline Parliamentary Week
+
diff --git a/news/2026-03-20-week-ahead-sv.html b/news/2026-03-20-week-ahead-sv.html
index 24a224cfb8..5dbacf1b13 100644
--- a/news/2026-03-20-week-ahead-sv.html
+++ b/news/2026-03-20-week-ahead-sv.html
@@ -4,15 +4,15 @@
Vecka Framåt: 2026-03-21 till 2026-03-28
- EU Council Review and Plenary Votes Headline Parliamentary Week
+
From f35a34cc376be8713665f721643ddb055b3f737c Mon Sep 17 00:00:00 2001
From: "copilot-swe-agent[bot]" <198982749+Copilot@users.noreply.github.com>
Date: Fri, 20 Mar 2026 10:11:28 +0000
Subject: [PATCH 04/11] Address code review: use strip() over slice, fix
comments, consistent case in regex
Co-authored-by: pethers <1726836+pethers@users.noreply.github.com>
---
scripts/generate-content-based-titles.py | 26 +++++++++++++-----------
1 file changed, 14 insertions(+), 12 deletions(-)
diff --git a/scripts/generate-content-based-titles.py b/scripts/generate-content-based-titles.py
index 329364dcaf..3a7f75bd49 100755
--- a/scripts/generate-content-based-titles.py
+++ b/scripts/generate-content-based-titles.py
@@ -346,8 +346,8 @@ def extract_policy_themes(self, document_titles: List[str], max_themes: int = 3)
# Skip titles that are proposition/motion references
if re.match(r'^prop\.?\s+\d', title_lower) or re.match(r'^mot\.?\s+\d', title_lower):
continue
- # Skip titles that look like reference numbers
- if re.match(r'^[A-Z]+\d+', title):
+ # Skip titles that look like reference numbers (e.g., HD023959, SoU20)
+ if re.match(r'^[a-z]+\d+', title_lower):
continue
words = []
@@ -759,9 +759,10 @@ def update_article_metadata(self, filepath: Path, new_title: str,
)
# 7. Update Schema.org NewsArticle headline
- # Use ensure_ascii=False to preserve Unicode (ä, ö, ü, etc.) and
- # avoid \uXXXX escapes that conflict with regex backreference parsing.
- safe_title = json.dumps(new_title, ensure_ascii=False)[1:-1]
+ # Use ensure_ascii=False to preserve Unicode (ä, ö, ü, etc.).
+ # Use lambda replacements to avoid regex replacement string interpretation
+ # issues with backreferences (\1) and escape sequences (\uXXXX).
+ safe_title = json.dumps(new_title, ensure_ascii=False).strip('"')
content = re.sub(
r'"headline":\s*"[^"]*"',
lambda m: f'"headline": "{safe_title}"',
@@ -770,7 +771,7 @@ def update_article_metadata(self, filepath: Path, new_title: str,
)
# 8. Update Schema.org alternativeHeadline
- safe_description = json.dumps(new_description, ensure_ascii=False)[1:-1]
+ safe_description = json.dumps(new_description, ensure_ascii=False).strip('"')
content = re.sub(
r'"alternativeHeadline":\s*"[^"]*"',
lambda m: f'"alternativeHeadline": "{safe_description}"',
@@ -813,7 +814,7 @@ def update_article_metadata(self, filepath: Path, new_title: str,
count=1
)
# Also update JSON-LD keywords
- safe_kw = json.dumps(keywords_str, ensure_ascii=False)[1:-1]
+ safe_kw = json.dumps(keywords_str, ensure_ascii=False).strip('"')
content = re.sub(
r'"keywords":\s*"[^"]*"',
lambda m: f'"keywords": "{safe_kw}"',
@@ -830,7 +831,7 @@ def update_article_metadata(self, filepath: Path, new_title: str,
count=1
)
# Also update JSON-LD articleSection
- safe_sec = json.dumps(article_section, ensure_ascii=False)[1:-1]
+ safe_sec = json.dumps(article_section, ensure_ascii=False).strip('"')
content = re.sub(
r'"articleSection":\s*"[^"]*"',
lambda m: f'"articleSection": "{safe_sec}"',
@@ -866,10 +867,11 @@ def update_article_metadata(self, filepath: Path, new_title: str,
)
# Also update JSON-LD mentions array
if tags:
- mentions_json = ','.join(
- f'\n {{"@type": "Thing", "name": "{json.dumps(t, ensure_ascii=False)[1:-1]}"}}'
- for t in tags[:8]
- )
+ tag_entries = []
+ for t in tags[:8]:
+ escaped_name = json.dumps(t, ensure_ascii=False).strip('"')
+ tag_entries.append(f'\n {{"@type": "Thing", "name": "{escaped_name}"}}')
+ mentions_json = ','.join(tag_entries)
replacement = f'"mentions": [{mentions_json}\n ]'
# Replace existing mentions array (use lambda to avoid escape issues)
content = re.sub(
From bf02306ec392d58b270156d0896d79f293d412c0 Mon Sep 17 00:00:00 2001
From: "copilot-swe-agent[bot]" <198982749+Copilot@users.noreply.github.com>
Date: Fri, 20 Mar 2026 10:47:14 +0000
Subject: [PATCH 05/11] =?UTF-8?q?Add=20comprehensive=20tests=20for=20ai-an?=
=?UTF-8?q?alysis/pipeline.ts=20(5%=20=E2=86=92=2082%=20coverage)?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit
Co-authored-by: pethers <1726836+pethers@users.noreply.github.com>
---
tests/ai-analysis-pipeline-coverage.test.ts | 877 ++++++++++++++++++++
1 file changed, 877 insertions(+)
create mode 100644 tests/ai-analysis-pipeline-coverage.test.ts
diff --git a/tests/ai-analysis-pipeline-coverage.test.ts b/tests/ai-analysis-pipeline-coverage.test.ts
new file mode 100644
index 0000000000..d6baffffd1
--- /dev/null
+++ b/tests/ai-analysis-pipeline-coverage.test.ts
@@ -0,0 +1,877 @@
+/**
+ * Comprehensive tests for scripts/ai-analysis/pipeline.ts
+ *
+ * This module is the core AI-first analysis pipeline with 5.35% coverage.
+ * Tests cover:
+ * - aiAnalysisPipeline exported singleton (analyzeDocuments, refineAnalysis, validateCompleteness)
+ * - runAnalysisPipeline orchestrator (quick, standard, deep depths)
+ * - SWOT generation from document classification (prop, bet, mot, sfs, fpm, skr, pressm, ext)
+ * - Policy assessment builder (domains, narrative, confidence)
+ * - Watch point generation per document type
+ * - Mindmap branch generation
+ * - Dashboard data builder (type distribution, source labels)
+ * - Confidence scoring based on enrichment levels
+ * - Placeholder fallback entries (when no documents exist for a quadrant)
+ * - Enrichment levels (metadata-only vs full-text)
+ * - Multi-language support (14 languages)
+ * - Focus topic integration
+ * - Edge cases (empty docs, single doc, no enrichment)
+ *
+ * @author Hack23 AB
+ * @license Apache-2.0
+ */
+
+import { describe, it, expect } from 'vitest';
+import { aiAnalysisPipeline, runAnalysisPipeline } from '../scripts/ai-analysis/pipeline.js';
+import type { RawDocument } from '../scripts/data-transformers/types.js';
+import type { AnalysisResult, AnalysisDepth, ValidationResult } from '../scripts/ai-analysis/types.js';
+
+// ---------------------------------------------------------------------------
+// Test document factory
+// ---------------------------------------------------------------------------
+
+function makeDoc(overrides: Partial = {}): RawDocument {
+ return {
+ dok_id: 'TEST001',
+ titel: 'Test document',
+ title: 'Test document',
+ doktyp: 'prop',
+ datum: '2026-03-01',
+ ...overrides,
+ } as RawDocument;
+}
+
+// Comprehensive document set representing all classified types
+const PROP = makeDoc({ dok_id: 'PROP1', titel: 'Proposition om säkerhet', doktyp: 'prop' });
+const PROP2 = makeDoc({ dok_id: 'PROP2', titel: 'Proposition om ekonomi', doktyp: 'prop' });
+const BET = makeDoc({ dok_id: 'BET1', titel: 'Betänkande om budget', doktyp: 'bet' });
+const BET2 = makeDoc({ dok_id: 'BET2', titel: 'Betänkande om utbildning', doktyp: 'bet' });
+const MOT = makeDoc({ dok_id: 'MOT1', titel: 'Motion om klimat', doktyp: 'mot' });
+const MOT2 = makeDoc({ dok_id: 'MOT2', titel: 'Motion om arbetslöshet', doktyp: 'mot' });
+const FPM = makeDoc({ dok_id: 'FPM1', titel: 'EU-position om handel', doktyp: 'fpm' });
+const SFS = makeDoc({ dok_id: 'SFS1', titel: 'SFS 2026:1 Lag om digitalisering', doktyp: 'sfs' });
+const SKR = makeDoc({ dok_id: 'SKR1', titel: 'Skrivelse om resultat', doktyp: 'skr' });
+const PRESSM = makeDoc({ dok_id: 'PR1', titel: 'Pressmeddelande om reform', doktyp: 'pressm' });
+const EXT = makeDoc({ dok_id: 'EXT1', titel: 'External reference on Nordic cooperation', doktyp: 'ext' });
+const EU_DOC = makeDoc({ dok_id: 'EU1', titel: 'EU Council position on AI regulation', doktyp: 'eu' });
+
+const ALL_DOCS = [PROP, BET, MOT, FPM, SFS, SKR, PRESSM, EXT];
+const RICH_SET = [PROP, PROP2, BET, BET2, MOT, MOT2, FPM, SFS, SKR, PRESSM, EXT, EU_DOC];
+
+// Enriched documents (simulating metadata and full-text enrichment)
+const ENRICHED_DOC = makeDoc({
+ dok_id: 'ENR1',
+ titel: 'Enriched proposition on climate',
+ doktyp: 'prop',
+ contentFetched: true,
+ organ: 'MJU',
+ notis: 'Climate change legislation',
+});
+const FULLTEXT_DOC = makeDoc({
+ dok_id: 'FT1',
+ titel: 'Full-text proposition on defense',
+ doktyp: 'prop',
+ contentFetched: true,
+ fullText: 'The government proposes strengthening Sweden\'s defense capabilities through increased military spending and enhanced Nordic cooperation within NATO.',
+});
+
+// Languages for multi-language tests
+const ALL_LANGUAGES = ['en', 'sv', 'da', 'no', 'fi', 'de', 'fr', 'es', 'nl', 'ar', 'he', 'ja', 'ko', 'zh'] as const;
+
+// ===========================================================================
+// aiAnalysisPipeline.analyzeDocuments — Iteration 1
+// ===========================================================================
+
+describe('aiAnalysisPipeline.analyzeDocuments', () => {
+ it('returns a well-formed AnalysisResult for a mixed document set', async () => {
+ const result = await aiAnalysisPipeline.analyzeDocuments(ALL_DOCS, {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ expect(result).toBeDefined();
+ expect(result.iterationsCompleted).toBe(1);
+ expect(result.documentCount).toBe(ALL_DOCS.length);
+ expect(result.completedAt).toBeTruthy();
+ expect(result.lang).toBe('en');
+ });
+
+ it('generates three stakeholder SWOT perspectives', async () => {
+ const result = await aiAnalysisPipeline.analyzeDocuments(ALL_DOCS, {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ expect(result.stakeholderSwot).toHaveLength(3);
+
+ const roles = result.stakeholderSwot.map(s => s.role);
+ expect(roles).toContain('government');
+ expect(roles).toContain('parliament');
+ expect(roles).toContain('private-sector');
+ });
+
+ it('produces non-empty SWOT entries for government when propositions exist', async () => {
+ const result = await aiAnalysisPipeline.analyzeDocuments([PROP, PROP2], {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ const gov = result.stakeholderSwot.find(s => s.role === 'government')!;
+ expect(gov.swot.strengths.length).toBeGreaterThan(0);
+ // Propositions should drive government strengths with source doc IDs
+ expect(gov.swot.strengths.some(e => e.sourceDocIds.length > 0)).toBe(true);
+ });
+
+ it('produces non-empty SWOT entries for parliament when committee reports exist', async () => {
+ const result = await aiAnalysisPipeline.analyzeDocuments([BET, BET2, MOT], {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ const opp = result.stakeholderSwot.find(s => s.role === 'parliament')!;
+ expect(opp.swot.strengths.length).toBeGreaterThan(0);
+ expect(opp.swot.strengths.some(e => e.sourceDocIds.length > 0)).toBe(true);
+ });
+
+ it('generates placeholder entries when document types are missing', async () => {
+ // Only propositions — parliament and private-sector need placeholders
+ const result = await aiAnalysisPipeline.analyzeDocuments([PROP], {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ const parliament = result.stakeholderSwot.find(s => s.role === 'parliament')!;
+ // Weaknesses and opportunities should be placeholder-filled (no bet/mot for them)
+ const weakEntry = parliament.swot.weaknesses[0];
+ expect(weakEntry).toBeDefined();
+ // Placeholders have empty sourceDocIds
+ expect(weakEntry!.sourceDocIds).toHaveLength(0);
+ expect(weakEntry!.confidence).toBe('LOW');
+ });
+
+ it('integrates focus topic into SWOT entries', async () => {
+ const result = await aiAnalysisPipeline.analyzeDocuments([PROP], {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: 'climate change',
+ });
+
+ expect(result.focusTopic).toBe('climate change');
+
+ // At least one entry should reference the focus topic
+ const allEntries = result.stakeholderSwot.flatMap(s => [
+ ...s.swot.strengths,
+ ...s.swot.weaknesses,
+ ...s.swot.opportunities,
+ ...s.swot.threats,
+ ]);
+ const hasTopicRef = allEntries.some(e =>
+ e.text.includes('climate change') || e.text.includes('climate')
+ );
+ expect(hasTopicRef).toBe(true);
+ });
+
+ it('builds policy assessment with detected domains', async () => {
+ const result = await aiAnalysisPipeline.analyzeDocuments(RICH_SET, {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ expect(result.policyAssessment).toBeDefined();
+ expect(result.policyAssessment.narrative).toBeTruthy();
+ expect(result.policyAssessment.confidence).toBeTruthy();
+ });
+
+ it('generates watch points for proposition documents', async () => {
+ const result = await aiAnalysisPipeline.analyzeDocuments([PROP, PROP2], {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ expect(result.watchPoints.length).toBeGreaterThan(0);
+ const propWatch = result.watchPoints.find(wp =>
+ wp.title.toLowerCase().includes('proposition')
+ );
+ expect(propWatch).toBeDefined();
+ expect(propWatch!.urgency).toBe('high');
+ });
+
+ it('generates watch points for committee report documents', async () => {
+ const result = await aiAnalysisPipeline.analyzeDocuments([BET, BET2], {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ const betWatch = result.watchPoints.find(wp =>
+ wp.title.toLowerCase().includes('committee')
+ );
+ expect(betWatch).toBeDefined();
+ expect(betWatch!.urgency).toBe('high');
+ });
+
+ it('generates watch points for SFS (enacted law) documents', async () => {
+ const result = await aiAnalysisPipeline.analyzeDocuments([SFS], {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ const sfsWatch = result.watchPoints.find(wp =>
+ wp.title.toLowerCase().includes('enacted') || wp.title.toLowerCase().includes('law')
+ );
+ expect(sfsWatch).toBeDefined();
+ expect(sfsWatch!.urgency).toBe('critical');
+ });
+
+ it('builds mindmap branches from document analysis', async () => {
+ const result = await aiAnalysisPipeline.analyzeDocuments(ALL_DOCS, {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ expect(result.mindmapBranches.length).toBeGreaterThan(0);
+ // Each branch should have a label, color, icon, and items
+ for (const branch of result.mindmapBranches) {
+ expect(branch.label).toBeTruthy();
+ expect(branch.color).toBeTruthy();
+ expect(branch.icon).toBeTruthy();
+ expect(Array.isArray(branch.items)).toBe(true);
+ }
+ });
+
+ it('builds dashboard data with type distribution', async () => {
+ const result = await aiAnalysisPipeline.analyzeDocuments(ALL_DOCS, {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ expect(result.dashboardData).toBeDefined();
+ expect(result.dashboardData.typeDistribution).toBeDefined();
+ expect(result.dashboardData.typeDistribution.length).toBeGreaterThan(0);
+ // Each type distribution entry should have label, value, and color
+ for (const td of result.dashboardData.typeDistribution) {
+ expect(td.label).toBeTruthy();
+ expect(typeof td.value).toBe('number');
+ expect(td.color).toBeTruthy();
+ }
+ });
+
+ it('calculates a confidence score between 0 and 100', async () => {
+ const result = await aiAnalysisPipeline.analyzeDocuments(ALL_DOCS, {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ expect(result.confidenceScore).toBeGreaterThanOrEqual(0);
+ expect(result.confidenceScore).toBeLessThanOrEqual(100);
+ });
+
+ it('returns higher confidence for enriched documents', async () => {
+ const plainResult = await aiAnalysisPipeline.analyzeDocuments([PROP], {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ const enrichedResult = await aiAnalysisPipeline.analyzeDocuments([ENRICHED_DOC], {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ expect(enrichedResult.enrichedCount).toBeGreaterThan(plainResult.enrichedCount);
+ });
+
+ it('detects SFS documents by dokumentnamn when doktyp is absent', async () => {
+ const sfsByName = makeDoc({
+ dok_id: 'SFS-NAME1',
+ titel: 'Lag om cybersäkerhet',
+ doktyp: '', // Missing doktyp
+ dokumentnamn: 'SFS 2026:42',
+ });
+
+ const result = await aiAnalysisPipeline.analyzeDocuments([sfsByName], {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ // Should detect as SFS and generate a critical watch point
+ const sfsWatch = result.watchPoints.find(wp =>
+ wp.title.toLowerCase().includes('enacted') || wp.title.toLowerCase().includes('law')
+ );
+ expect(sfsWatch).toBeDefined();
+ });
+
+ it('handles EU-type documents normalized as FPM', async () => {
+ const result = await aiAnalysisPipeline.analyzeDocuments([EU_DOC], {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ // EU docs should contribute to government opportunities
+ const gov = result.stakeholderSwot.find(s => s.role === 'government')!;
+ const hasEuBacked = gov.swot.opportunities.some(e =>
+ e.sourceDocIds.includes('EU1')
+ );
+ expect(hasEuBacked).toBe(true);
+ });
+});
+
+// ===========================================================================
+// aiAnalysisPipeline.analyzeDocuments — Multi-language
+// ===========================================================================
+
+describe('aiAnalysisPipeline.analyzeDocuments — multi-language', () => {
+ for (const lang of ALL_LANGUAGES) {
+ it(`produces non-empty stakeholder names in ${lang}`, async () => {
+ const result = await aiAnalysisPipeline.analyzeDocuments([PROP, BET], {
+ depth: 'quick',
+ lang,
+ focusTopic: null,
+ });
+
+ for (const sh of result.stakeholderSwot) {
+ expect(sh.name).toBeTruthy();
+ expect(sh.name.length).toBeGreaterThan(2);
+ }
+ });
+ }
+
+ it('generates watch point titles in Swedish', async () => {
+ const result = await aiAnalysisPipeline.analyzeDocuments([PROP, BET, SFS], {
+ depth: 'quick',
+ lang: 'sv',
+ focusTopic: null,
+ });
+
+ const propWatch = result.watchPoints.find(wp =>
+ wp.title.includes('proposition')
+ );
+ expect(propWatch).toBeDefined();
+ });
+
+ it('generates policy assessment narrative in Japanese', async () => {
+ const result = await aiAnalysisPipeline.analyzeDocuments(ALL_DOCS, {
+ depth: 'quick',
+ lang: 'ja',
+ focusTopic: null,
+ });
+
+ expect(result.policyAssessment.narrative).toBeTruthy();
+ // Should contain Japanese characters
+ expect(/[\u3000-\u9FFF]/.test(result.policyAssessment.narrative)).toBe(true);
+ });
+});
+
+// ===========================================================================
+// aiAnalysisPipeline.refineAnalysis — Iteration 2
+// ===========================================================================
+
+describe('aiAnalysisPipeline.refineAnalysis', () => {
+ it('refines initial analysis and bumps iteration count', async () => {
+ const initial = await aiAnalysisPipeline.analyzeDocuments(ALL_DOCS, {
+ depth: 'standard',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ const refined = await aiAnalysisPipeline.refineAnalysis(initial, ALL_DOCS, {
+ depth: 'standard',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ expect(refined.iterationsCompleted).toBe(2);
+ });
+
+ it('enriches SWOT entries from full-text documents', async () => {
+ const docsWithFullText = [FULLTEXT_DOC, BET, MOT];
+
+ const initial = await aiAnalysisPipeline.analyzeDocuments(docsWithFullText, {
+ depth: 'standard',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ const refined = await aiAnalysisPipeline.refineAnalysis(initial, docsWithFullText, {
+ depth: 'standard',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ expect(refined.enrichedCount).toBeGreaterThanOrEqual(initial.enrichedCount);
+ });
+
+ it('handles no-fulltext gracefully (metadata-only refinement)', async () => {
+ const initial = await aiAnalysisPipeline.analyzeDocuments(ALL_DOCS, {
+ depth: 'standard',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ // No full-text docs — refinement should not crash
+ const refined = await aiAnalysisPipeline.refineAnalysis(initial, ALL_DOCS, {
+ depth: 'standard',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ expect(refined).toBeDefined();
+ expect(refined.iterationsCompleted).toBe(2);
+ });
+});
+
+// ===========================================================================
+// aiAnalysisPipeline.validateCompleteness — Iteration 3
+// ===========================================================================
+
+describe('aiAnalysisPipeline.validateCompleteness', () => {
+ it('returns a validation result with score', async () => {
+ const analysis = await aiAnalysisPipeline.analyzeDocuments(ALL_DOCS, {
+ depth: 'deep',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ const validation = await aiAnalysisPipeline.validateCompleteness(analysis, ALL_DOCS);
+
+ expect(validation).toBeDefined();
+ expect(typeof validation.score).toBe('number');
+ expect(validation.score).toBeGreaterThanOrEqual(0);
+ expect(validation.score).toBeLessThanOrEqual(100);
+ expect(typeof validation.passed).toBe('boolean');
+ expect(Array.isArray(validation.issues)).toBe(true);
+ expect(Array.isArray(validation.suggestions)).toBe(true);
+ });
+
+ it('detects missing enrichment as an issue', async () => {
+ const analysis = await aiAnalysisPipeline.analyzeDocuments([PROP], {
+ depth: 'deep',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ const validation = await aiAnalysisPipeline.validateCompleteness(analysis, [PROP]);
+
+ // Non-enriched docs should trigger an issue about limited quality
+ expect(validation.issues.some(i => i.toLowerCase().includes('enrich'))).toBe(true);
+ });
+
+ it('gives higher score for enriched document set', async () => {
+ const enrichedDocs = [ENRICHED_DOC, FULLTEXT_DOC, BET, MOT, SFS];
+
+ const analysis = await aiAnalysisPipeline.analyzeDocuments(enrichedDocs, {
+ depth: 'deep',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ const validation = await aiAnalysisPipeline.validateCompleteness(analysis, enrichedDocs);
+
+ // Enriched set should score reasonably well
+ expect(validation.score).toBeGreaterThan(50);
+ });
+
+ it('flags low confidence score', async () => {
+ // Single doc with no enrichment → low confidence
+ const analysis = await aiAnalysisPipeline.analyzeDocuments(
+ [makeDoc({ dok_id: 'X1', titel: 'X', doktyp: 'other' })],
+ { depth: 'deep', lang: 'en', focusTopic: null },
+ );
+
+ const validation = await aiAnalysisPipeline.validateCompleteness(
+ analysis,
+ [makeDoc({ dok_id: 'X1', titel: 'X', doktyp: 'other' })],
+ );
+
+ // Should flag issues or at least have a reduced score
+ expect(validation.score).toBeLessThan(100);
+ });
+});
+
+// ===========================================================================
+// runAnalysisPipeline — full orchestrator
+// ===========================================================================
+
+describe('runAnalysisPipeline', () => {
+ it('runs quick depth (1 iteration only)', async () => {
+ const { analysis, validation, iterationDurationsMs } = await runAnalysisPipeline(ALL_DOCS, {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ expect(analysis.iterationsCompleted).toBe(1);
+ expect(validation).toBeNull();
+ expect(iterationDurationsMs).toHaveLength(1);
+ });
+
+ it('runs standard depth (2 iterations)', async () => {
+ const { analysis, validation, iterationDurationsMs } = await runAnalysisPipeline(ALL_DOCS, {
+ depth: 'standard',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ expect(analysis.iterationsCompleted).toBe(2);
+ expect(validation).toBeNull();
+ expect(iterationDurationsMs).toHaveLength(2);
+ });
+
+ it('runs deep depth (3 iterations with validation)', async () => {
+ const { analysis, validation, iterationDurationsMs } = await runAnalysisPipeline(ALL_DOCS, {
+ depth: 'deep',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ expect(analysis.iterationsCompleted).toBe(3);
+ expect(validation).not.toBeNull();
+ expect(validation!.score).toBeDefined();
+ expect(iterationDurationsMs).toHaveLength(3);
+ });
+
+ it('includes timing data for each iteration', async () => {
+ const { iterationDurationsMs } = await runAnalysisPipeline(ALL_DOCS, {
+ depth: 'deep',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ for (const ms of iterationDurationsMs) {
+ expect(typeof ms).toBe('number');
+ expect(ms).toBeGreaterThanOrEqual(0);
+ }
+ });
+
+ it('passes focus topic through all iterations', async () => {
+ const { analysis } = await runAnalysisPipeline(ALL_DOCS, {
+ depth: 'deep',
+ lang: 'en',
+ focusTopic: 'defense policy',
+ });
+
+ expect(analysis.focusTopic).toBe('defense policy');
+ });
+});
+
+// ===========================================================================
+// Edge cases
+// ===========================================================================
+
+describe('ai-analysis pipeline — edge cases', () => {
+ it('handles empty document array', async () => {
+ const result = await aiAnalysisPipeline.analyzeDocuments([], {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ expect(result.documentCount).toBe(0);
+ expect(result.stakeholderSwot).toHaveLength(3);
+ // All entries should be placeholder-filled
+ for (const sh of result.stakeholderSwot) {
+ expect(sh.swot.strengths.length).toBeGreaterThan(0);
+ expect(sh.swot.weaknesses.length).toBeGreaterThan(0);
+ }
+ });
+
+ it('handles single document gracefully', async () => {
+ const result = await aiAnalysisPipeline.analyzeDocuments([PROP], {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ expect(result.documentCount).toBe(1);
+ expect(result.stakeholderSwot).toHaveLength(3);
+ });
+
+ it('handles documents with missing titles', async () => {
+ const noTitle = makeDoc({ dok_id: 'NT1', titel: '', title: '', doktyp: 'prop' });
+
+ const result = await aiAnalysisPipeline.analyzeDocuments([noTitle], {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ expect(result).toBeDefined();
+ expect(result.documentCount).toBe(1);
+ });
+
+ it('handles documents with unknown type', async () => {
+ const unknown = makeDoc({ dok_id: 'UNK1', titel: 'Unknown type', doktyp: 'xyz' });
+
+ const result = await aiAnalysisPipeline.analyzeDocuments([unknown], {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ expect(result).toBeDefined();
+ expect(result.stakeholderSwot).toHaveLength(3);
+ });
+
+ it('runAnalysisPipeline handles empty docs at all depths', async () => {
+ for (const depth of ['quick', 'standard', 'deep'] as AnalysisDepth[]) {
+ const { analysis } = await runAnalysisPipeline([], {
+ depth,
+ lang: 'en',
+ focusTopic: null,
+ });
+ expect(analysis).toBeDefined();
+ expect(analysis.documentCount).toBe(0);
+ }
+ });
+});
+
+// ===========================================================================
+// Political intelligence quality assertions
+// ===========================================================================
+
+describe('political intelligence quality', () => {
+ it('SWOT entries have proper impact ratings', async () => {
+ const result = await aiAnalysisPipeline.analyzeDocuments(RICH_SET, {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ for (const sh of result.stakeholderSwot) {
+ const allEntries = [
+ ...sh.swot.strengths,
+ ...sh.swot.weaknesses,
+ ...sh.swot.opportunities,
+ ...sh.swot.threats,
+ ];
+ for (const entry of allEntries) {
+ expect(['high', 'medium', 'low']).toContain(entry.impact);
+ expect(['HIGH', 'MEDIUM', 'LOW']).toContain(entry.confidence);
+ }
+ }
+ });
+
+ it('propositions receive high impact rating', async () => {
+ const result = await aiAnalysisPipeline.analyzeDocuments([PROP], {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ const gov = result.stakeholderSwot.find(s => s.role === 'government')!;
+ const propEntry = gov.swot.strengths.find(e =>
+ e.sourceDocIds.includes('PROP1')
+ );
+ expect(propEntry).toBeDefined();
+ expect(propEntry!.impact).toBe('high');
+ });
+
+ it('motions receive medium impact rating', async () => {
+ const result = await aiAnalysisPipeline.analyzeDocuments([MOT], {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ const gov = result.stakeholderSwot.find(s => s.role === 'government')!;
+ const motEntry = gov.swot.threats.find(e =>
+ e.sourceDocIds.includes('MOT1')
+ );
+ expect(motEntry).toBeDefined();
+ expect(motEntry!.impact).toBe('medium');
+ });
+
+ it('full-text documents receive HIGH confidence', async () => {
+ const result = await aiAnalysisPipeline.analyzeDocuments([FULLTEXT_DOC], {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ const gov = result.stakeholderSwot.find(s => s.role === 'government')!;
+ const ftEntry = gov.swot.strengths.find(e =>
+ e.sourceDocIds.includes('FT1')
+ );
+ expect(ftEntry).toBeDefined();
+ expect(ftEntry!.confidence).toBe('HIGH');
+ });
+
+ it('metadata-enriched documents receive MEDIUM confidence', async () => {
+ const result = await aiAnalysisPipeline.analyzeDocuments([ENRICHED_DOC], {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ const gov = result.stakeholderSwot.find(s => s.role === 'government')!;
+ const entry = gov.swot.strengths.find(e =>
+ e.sourceDocIds.includes('ENR1')
+ );
+ expect(entry).toBeDefined();
+ expect(entry!.confidence).toBe('MEDIUM');
+ });
+
+ it('watch points include source document IDs for traceability (type-based points)', async () => {
+ const result = await aiAnalysisPipeline.analyzeDocuments([PROP, BET, SFS], {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ // Type-based watch points (propositions, committee reports, SFS) should have sourceDocIds
+ const typeBasedPoints = result.watchPoints.filter(wp =>
+ wp.title.toLowerCase().includes('proposition') ||
+ wp.title.toLowerCase().includes('committee') ||
+ wp.title.toLowerCase().includes('enacted')
+ );
+ expect(typeBasedPoints.length).toBeGreaterThan(0);
+ for (const wp of typeBasedPoints) {
+ expect(wp.sourceDocIds.length).toBeGreaterThan(0);
+ }
+ });
+
+ it('dashboard data includes title and summary', async () => {
+ const result = await aiAnalysisPipeline.analyzeDocuments(ALL_DOCS, {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ expect(result.dashboardData.title).toBeTruthy();
+ expect(result.dashboardData.summary).toBeTruthy();
+ expect(result.dashboardData.typeDistribution.length).toBeGreaterThan(0);
+ });
+
+ it('deep analysis provides richer output than quick', async () => {
+ const { analysis: quickResult } = await runAnalysisPipeline(RICH_SET, {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ const { analysis: deepResult, validation } = await runAnalysisPipeline(RICH_SET, {
+ depth: 'deep',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ // Deep should have more iterations completed
+ expect(deepResult.iterationsCompleted).toBeGreaterThan(quickResult.iterationsCompleted);
+ // Deep should include validation
+ expect(validation).not.toBeNull();
+ });
+});
+
+// ===========================================================================
+// SWOT classification correctness
+// ===========================================================================
+
+describe('SWOT document classification', () => {
+ it('classifies propositions as government strengths', async () => {
+ const result = await aiAnalysisPipeline.analyzeDocuments([PROP], {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ const gov = result.stakeholderSwot.find(s => s.role === 'government')!;
+ expect(gov.swot.strengths.some(e => e.sourceDocIds.includes('PROP1'))).toBe(true);
+ });
+
+ it('classifies committee reports as parliament strengths', async () => {
+ const result = await aiAnalysisPipeline.analyzeDocuments([BET], {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ const parl = result.stakeholderSwot.find(s => s.role === 'parliament')!;
+ expect(parl.swot.strengths.some(e => e.sourceDocIds.includes('BET1'))).toBe(true);
+ });
+
+ it('classifies motions as both parliament strengths and government threats', async () => {
+ const result = await aiAnalysisPipeline.analyzeDocuments([MOT], {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ const gov = result.stakeholderSwot.find(s => s.role === 'government')!;
+ const parl = result.stakeholderSwot.find(s => s.role === 'parliament')!;
+
+ expect(gov.swot.threats.some(e => e.sourceDocIds.includes('MOT1'))).toBe(true);
+ expect(parl.swot.strengths.some(e => e.sourceDocIds.includes('MOT1'))).toBe(true);
+ });
+
+ it('classifies SFS documents as government strengths', async () => {
+ const result = await aiAnalysisPipeline.analyzeDocuments([SFS], {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ const gov = result.stakeholderSwot.find(s => s.role === 'government')!;
+ expect(gov.swot.strengths.some(e => e.sourceDocIds.includes('SFS1'))).toBe(true);
+ });
+
+ it('classifies EU/FPM as government opportunities and private-sector opportunities', async () => {
+ const result = await aiAnalysisPipeline.analyzeDocuments([FPM], {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ const gov = result.stakeholderSwot.find(s => s.role === 'government')!;
+ const priv = result.stakeholderSwot.find(s => s.role === 'private-sector')!;
+
+ expect(gov.swot.opportunities.some(e => e.sourceDocIds.includes('FPM1'))).toBe(true);
+ expect(priv.swot.opportunities.some(e => e.sourceDocIds.includes('FPM1'))).toBe(true);
+ });
+
+ it('classifies government communications (skr) as government strengths', async () => {
+ const result = await aiAnalysisPipeline.analyzeDocuments([SKR], {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ const gov = result.stakeholderSwot.find(s => s.role === 'government')!;
+ expect(gov.swot.strengths.some(e => e.sourceDocIds.includes('SKR1'))).toBe(true);
+ });
+
+ it('classifies press releases as government strengths', async () => {
+ const result = await aiAnalysisPipeline.analyzeDocuments([PRESSM], {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ const gov = result.stakeholderSwot.find(s => s.role === 'government')!;
+ expect(gov.swot.strengths.some(e => e.sourceDocIds.includes('PR1'))).toBe(true);
+ });
+
+ it('classifies external references as private-sector strengths', async () => {
+ const result = await aiAnalysisPipeline.analyzeDocuments([EXT], {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ const priv = result.stakeholderSwot.find(s => s.role === 'private-sector')!;
+ expect(priv.swot.strengths.some(e => e.sourceDocIds.includes('EXT1'))).toBe(true);
+ });
+});
From 4b771922ecfd2cf414230e94fa69d628eaaa68fb Mon Sep 17 00:00:00 2001
From: "copilot-swe-agent[bot]" <198982749+Copilot@users.noreply.github.com>
Date: Fri, 20 Mar 2026 10:51:15 +0000
Subject: [PATCH 06/11] Add interpellation document classification to AI
pipeline with localized labels for 14 languages
Co-authored-by: pethers <1726836+pethers@users.noreply.github.com>
---
scripts/ai-analysis/pipeline.ts | 68 +++++++++++++--
tests/ai-analysis-pipeline-coverage.test.ts | 93 +++++++++++++++++++++
2 files changed, 156 insertions(+), 5 deletions(-)
diff --git a/scripts/ai-analysis/pipeline.ts b/scripts/ai-analysis/pipeline.ts
index 94eea93dea..63b4e3a122 100644
--- a/scripts/ai-analysis/pipeline.ts
+++ b/scripts/ai-analysis/pipeline.ts
@@ -262,6 +262,34 @@ const WP_EU_DESC: Partial string>> = {
zh: (n) => `${n}份EU立场文件揭示欧洲维度 — EU法律可能限制国内政策选择`,
};
+/** "Interpellations — Ministerial Accountability" */
+const WP_IP: LangRecord = {
+ en: 'Interpellations — Ministerial Accountability', sv: 'Interpellationer — Ministeransvar',
+ da: 'Interpellationer — Ministeransvar', no: 'Interpellasjoner — Ministeransvar',
+ fi: 'Interpellaatiot — Ministerivastuu', de: 'Interpellationen — Ministerielle Verantwortung',
+ fr: 'Interpellations — Responsabilité ministérielle', es: 'Interpelaciones — Responsabilidad ministerial',
+ nl: 'Interpellaties — Ministeriële verantwoordelijkheid', ar: 'استجوابات — المساءلة الوزارية',
+ he: 'אינטרפלציות — אחריות שרים', ja: '質問主意書 — 大臣の説明責任', ko: '대정부질문 — 장관 책임', zh: '质询 — 部长问责',
+};
+
+/** "interpellation(s) signal opposition scrutiny of ministerial performance" */
+const WP_IP_DESC: Partial string>> = {
+ en: (n) => `${n} interpellation${n !== 1 ? 's' : ''} signal opposition scrutiny of ministerial performance — direct accountability pressure on government`,
+ sv: (n) => `${n} interpellation${n !== 1 ? 'er' : ''} signalerar oppositionens granskning av ministrarnas arbete — direkt ansvarsutkrävande gentemot regeringen`,
+ da: (n) => `${n} interpellation${n !== 1 ? 'er' : ''} signalerer oppositions granskning af ministeriel præstation`,
+ no: (n) => `${n} interpellasjon${n !== 1 ? 'er' : ''} signaliserer opposisjonens granskning av ministeriell ytelse`,
+ fi: (n) => `${n} välikysymys${n !== 1 ? 'tä' : ''} viestii opposition valvonnasta ministerien suorituskyvyn suhteen`,
+ de: (n) => `${n} Interpellation${n !== 1 ? 'en' : ''} signalisieren die oppositionelle Kontrolle der ministeriellen Leistung`,
+ fr: (n) => `${n} interpellation${n !== 1 ? 's' : ''} signalent l'examen de l'opposition sur la performance ministérielle`,
+ es: (n) => `${n} interpelación${n !== 1 ? 'es' : ''} señalan el escrutinio de la oposición sobre el desempeño ministerial`,
+ nl: (n) => `${n} interpellatie${n !== 1 ? 's' : ''} signaleren oppositietoezicht op ministeriële prestaties`,
+ ar: (n) => `${n} استجواب${n !== 1 ? 'ات' : ''} تشير إلى رقابة المعارضة على الأداء الوزاري`,
+ he: (n) => `${n} אינטרפלציות מסמנות ביקורת אופוזיציה על ביצועי השרים`,
+ ja: (n) => `${n}件の質問主意書が大臣の業績に対する野党の監視を示唆`,
+ ko: (n) => `${n}건의 대정부질문이 장관 성과에 대한 야당 감시를 시사`,
+ zh: (n) => `${n}项质询显示反对派对部长绩效的监督`,
+};
+
/** "Narrative Frames to Monitor" */
const WP_NARRATIVE: LangRecord = {
en: 'Narrative Frames to Monitor', sv: 'Narrativa ramar att övervaka',
@@ -491,10 +519,10 @@ function relevantLabel(lang: Language): string {
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. */
+/** Derive impact from document type: propositions/laws/committee reports/EU positions are high, motions/interpellations/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';
+ if (['mot', 'skr', 'pressm', 'ip'].includes(dt)) return 'medium';
return 'low';
}
@@ -1067,6 +1095,18 @@ function buildWatchPoints(
});
}
+ // Interpellations — ministerial accountability pressure
+ const ipDocs = docs.filter(d => docType(d) === 'ip');
+ if (ipDocs.length > 0) {
+ const descFn = WP_IP_DESC[lang] ?? WP_IP_DESC.en!;
+ points.push({
+ title: `${WP_IP[lang] ?? WP_IP.en!}${topicSuffix}`,
+ description: descFn(ipDocs.length),
+ urgency: ipDocs.length >= 5 ? 'high' : 'medium',
+ sourceDocIds: ipDocs.map(docId).filter(Boolean),
+ });
+ }
+
// Detect narrative frames for additional watch points
const allFrames = new Set();
docs.slice(0, 10).forEach(d => detectNarrativeFrames(d).forEach(f => allFrames.add(f)));
@@ -1252,6 +1292,7 @@ async function analyzeDocuments(
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');
+ const ipDocs = docs.filter(d => docType(d) === 'ip');
// ── Government stakeholder SWOT ─────────────────────────────────────────────
const govStrengths: AnalysisSwotEntry[] = [
@@ -1262,6 +1303,8 @@ async function analyzeDocuments(
];
const govWeaknesses: AnalysisSwotEntry[] = [
...betDocs.slice(0, 2).map(d => buildEnrichedEntry(d, topic, lang, 200)),
+ // Interpellations expose government accountability gaps
+ ...ipDocs.slice(0, 2).map(d => buildEnrichedEntry(d, topic, lang, 200)),
];
const govOpportunities: AnalysisSwotEntry[] = [
...euDocs.slice(0, 2).map(d => buildEnrichedEntry(d, topic, lang, 200)),
@@ -1269,6 +1312,8 @@ async function analyzeDocuments(
];
const govThreats: AnalysisSwotEntry[] = [
...motDocs.slice(0, 2).map(d => buildEnrichedEntry(d, topic, lang, 200)),
+ // Interpellations represent direct opposition pressure on government
+ ...ipDocs.slice(2, 4).map(d => buildEnrichedEntry(d, topic, lang, 200)),
];
if (govStrengths.length === 0) govStrengths.push(placeholderEntry('government', 'strengths', topic, lang, domains));
@@ -1280,9 +1325,14 @@ async function analyzeDocuments(
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)),
+ // Interpellations are Parliament's primary accountability tool
+ ...ipDocs.slice(0, 2).map(d => buildEnrichedEntry(d, topic, lang, 200)),
];
const oppWeaknesses: AnalysisSwotEntry[] = [];
- const oppOpportunities: AnalysisSwotEntry[] = [];
+ const oppOpportunities: AnalysisSwotEntry[] = [
+ // Interpellations create debate opportunities for opposition
+ ...ipDocs.slice(2, 3).map(d => buildEnrichedEntry(d, topic, lang, 200)),
+ ];
const oppThreats: AnalysisSwotEntry[] = [
...propDocs.slice(0, 1).map(d => buildEnrichedEntry(d, topic, lang, 200)),
];
@@ -1387,6 +1437,7 @@ async function refineAnalysis(
const pressmDocs = fullTextDocs.filter(d => docType(d) === 'pressm');
const extDocs = fullTextDocs.filter(d => docType(d) === 'ext');
const skrDocs = fullTextDocs.filter(d => docType(d) === 'skr');
+ const ipDocs = fullTextDocs.filter(d => docType(d) === 'ip');
// Upgrade government SWOT entries where we now have full text
refined.stakeholderSwot = refined.stakeholderSwot.map(sh => {
@@ -1397,12 +1448,18 @@ async function refineAnalysis(
...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 enrichedWeaknesses: AnalysisSwotEntry[] = [
+ ...betDocs.slice(0, 2).map(d => buildEnrichedEntry(d, topic, lang, passageMax)),
+ ...ipDocs.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));
+ const enrichedThreats: AnalysisSwotEntry[] = [
+ ...motDocs.slice(0, 2).map(d => buildEnrichedEntry(d, topic, lang, passageMax)),
+ ...ipDocs.slice(2, 4).map(d => buildEnrichedEntry(d, topic, lang, passageMax)),
+ ];
// Merge: prefer enriched entries, fall back to initial placeholders
return {
@@ -1419,6 +1476,7 @@ async function refineAnalysis(
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)),
+ ...ipDocs.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 {
diff --git a/tests/ai-analysis-pipeline-coverage.test.ts b/tests/ai-analysis-pipeline-coverage.test.ts
index d6baffffd1..f92b50a186 100644
--- a/tests/ai-analysis-pipeline-coverage.test.ts
+++ b/tests/ai-analysis-pipeline-coverage.test.ts
@@ -875,3 +875,96 @@ describe('SWOT document classification', () => {
expect(priv.swot.strengths.some(e => e.sourceDocIds.includes('EXT1'))).toBe(true);
});
});
+
+// ===========================================================================
+// Interpellation document classification tests
+// ===========================================================================
+
+describe('interpellation document classification', () => {
+ const IP1 = makeDoc({ dok_id: 'IP1', titel: 'Interpellation om äldreomsorgen', doktyp: 'ip' });
+ const IP2 = makeDoc({ dok_id: 'IP2', titel: 'Interpellation om försvaret', doktyp: 'ip' });
+ const IP3 = makeDoc({ dok_id: 'IP3', titel: 'Interpellation om energipolitik', doktyp: 'ip' });
+
+ it('classifies interpellations as government weaknesses', async () => {
+ const result = await aiAnalysisPipeline.analyzeDocuments([IP1, IP2], {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ const gov = result.stakeholderSwot.find(s => s.role === 'government')!;
+ expect(gov.swot.weaknesses.some(e => e.sourceDocIds.includes('IP1'))).toBe(true);
+ });
+
+ it('classifies interpellations as parliament strengths', async () => {
+ const result = await aiAnalysisPipeline.analyzeDocuments([IP1, IP2], {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ const parl = result.stakeholderSwot.find(s => s.role === 'parliament')!;
+ expect(parl.swot.strengths.some(e => e.sourceDocIds.includes('IP1'))).toBe(true);
+ });
+
+ it('generates interpellation watch points', async () => {
+ const result = await aiAnalysisPipeline.analyzeDocuments([IP1, IP2, IP3], {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ const ipWatch = result.watchPoints.find(wp =>
+ wp.title.toLowerCase().includes('interpellation')
+ );
+ expect(ipWatch).toBeDefined();
+ expect(ipWatch!.sourceDocIds.length).toBe(3);
+ });
+
+ it('marks interpellation watch point as high urgency when >= 5 interpellations', async () => {
+ const manyIps = Array.from({ length: 6 }, (_, i) =>
+ makeDoc({ dok_id: `IP${i}`, titel: `Interpellation ${i}`, doktyp: 'ip' })
+ );
+
+ const result = await aiAnalysisPipeline.analyzeDocuments(manyIps, {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ const ipWatch = result.watchPoints.find(wp =>
+ wp.title.toLowerCase().includes('interpellation')
+ );
+ expect(ipWatch).toBeDefined();
+ expect(ipWatch!.urgency).toBe('high');
+ });
+
+ it('generates interpellation watch point labels in Swedish', async () => {
+ const result = await aiAnalysisPipeline.analyzeDocuments([IP1], {
+ depth: 'quick',
+ lang: 'sv',
+ focusTopic: null,
+ });
+
+ const ipWatch = result.watchPoints.find(wp =>
+ wp.title.includes('Interpellation')
+ );
+ expect(ipWatch).toBeDefined();
+ expect(ipWatch!.title).toContain('Ministeransvar');
+ });
+
+ it('gives interpellations medium impact rating', async () => {
+ const result = await aiAnalysisPipeline.analyzeDocuments([IP1], {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ const gov = result.stakeholderSwot.find(s => s.role === 'government')!;
+ const ipEntry = gov.swot.weaknesses.find(e =>
+ e.sourceDocIds.includes('IP1')
+ );
+ expect(ipEntry).toBeDefined();
+ expect(ipEntry!.impact).toBe('medium');
+ });
+});
From 59c824ff124b1b11ce25c02b9618326a59b18a3c Mon Sep 17 00:00:00 2001
From: "copilot-swe-agent[bot]" <198982749+Copilot@users.noreply.github.com>
Date: Fri, 20 Mar 2026 11:15:34 +0000
Subject: [PATCH 07/11] Fix TypeScript unused imports and correct
inLanguage/BreadcrumbList in localized articles
Co-authored-by: pethers <1726836+pethers@users.noreply.github.com>
---
news/2026-03-20-committee-reports-ar.html | 2 +-
news/2026-03-20-committee-reports-da.html | 2 +-
news/2026-03-20-committee-reports-de.html | 2 +-
news/2026-03-20-committee-reports-es.html | 2 +-
news/2026-03-20-committee-reports-fi.html | 2 +-
news/2026-03-20-committee-reports-fr.html | 2 +-
news/2026-03-20-committee-reports-he.html | 2 +-
news/2026-03-20-committee-reports-ja.html | 2 +-
news/2026-03-20-committee-reports-ko.html | 2 +-
news/2026-03-20-committee-reports-nl.html | 2 +-
news/2026-03-20-committee-reports-no.html | 2 +-
news/2026-03-20-committee-reports-zh.html | 2 +-
news/2026-03-20-government-propositions-ar.html | 2 +-
news/2026-03-20-government-propositions-da.html | 2 +-
news/2026-03-20-government-propositions-de.html | 2 +-
news/2026-03-20-government-propositions-es.html | 2 +-
news/2026-03-20-government-propositions-fi.html | 2 +-
news/2026-03-20-government-propositions-fr.html | 2 +-
news/2026-03-20-government-propositions-he.html | 2 +-
news/2026-03-20-government-propositions-ja.html | 2 +-
news/2026-03-20-government-propositions-ko.html | 2 +-
news/2026-03-20-government-propositions-nl.html | 2 +-
news/2026-03-20-government-propositions-no.html | 2 +-
news/2026-03-20-government-propositions-zh.html | 2 +-
news/2026-03-20-opposition-motions-ar.html | 2 +-
news/2026-03-20-opposition-motions-da.html | 2 +-
news/2026-03-20-opposition-motions-de.html | 2 +-
news/2026-03-20-opposition-motions-es.html | 2 +-
news/2026-03-20-opposition-motions-fi.html | 2 +-
news/2026-03-20-opposition-motions-fr.html | 2 +-
news/2026-03-20-opposition-motions-he.html | 2 +-
news/2026-03-20-opposition-motions-ja.html | 2 +-
news/2026-03-20-opposition-motions-ko.html | 2 +-
news/2026-03-20-opposition-motions-nl.html | 2 +-
news/2026-03-20-opposition-motions-no.html | 2 +-
news/2026-03-20-opposition-motions-sv.html | 2 +-
news/2026-03-20-opposition-motions-zh.html | 2 +-
tests/ai-analysis-pipeline-coverage.test.ts | 2 +-
38 files changed, 38 insertions(+), 38 deletions(-)
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"articleBody": "<h2>Government Propositions</h2> <p class="article-lede">The government has submitted 10 new propositions, signalling its policy priorities and the pace of its legislative agenda. Each proposition must navigate committee review and chamber debate, providing insight into the coalition's strategic direction and its ability to build cross-party support.</p> <h2>Legislative Pipeline</h2> <h3>Justitiedepartementet</h3> &...",
"wordCount": 3374,
- "inLanguage": "en",
+ "inLanguage": "zh",
"keywords": "honor violence, criminal justice, recidivism, housing guarantees, hunting legislation, social services, education reform, finance, justice reform, Ebba Busch, Gunnar Strömmer, coalition policy, government propositions, propositioner, Swedish Parliament, Sweden",
"about": {
"@type": "Thing",
diff --git a/news/2026-03-20-opposition-motions-ar.html b/news/2026-03-20-opposition-motions-ar.html
index 0c5099af84..18e49b1dd4 100644
--- a/news/2026-03-20-opposition-motions-ar.html
+++ b/news/2026-03-20-opposition-motions-ar.html
@@ -170,7 +170,7 @@
"@type": "ListItem",
"position": 2,
"name": "أخبار",
- "item": "https://riksdagsmonitor.com/news/index.html"
+ "item": "https://riksdagsmonitor.com/news/index_ar.html"
},
{
"@type": "ListItem",
diff --git a/news/2026-03-20-opposition-motions-da.html b/news/2026-03-20-opposition-motions-da.html
index a3734d6fb1..c877df1170 100644
--- a/news/2026-03-20-opposition-motions-da.html
+++ b/news/2026-03-20-opposition-motions-da.html
@@ -170,7 +170,7 @@
"@type": "ListItem",
"position": 2,
"name": "Nyheder",
- "item": "https://riksdagsmonitor.com/news/index.html"
+ "item": "https://riksdagsmonitor.com/news/index_da.html"
},
{
"@type": "ListItem",
diff --git a/news/2026-03-20-opposition-motions-de.html b/news/2026-03-20-opposition-motions-de.html
index d8e4b9948a..a16dc8bc38 100644
--- a/news/2026-03-20-opposition-motions-de.html
+++ b/news/2026-03-20-opposition-motions-de.html
@@ -170,7 +170,7 @@
"@type": "ListItem",
"position": 2,
"name": "Nachrichten",
- "item": "https://riksdagsmonitor.com/news/index.html"
+ "item": "https://riksdagsmonitor.com/news/index_de.html"
},
{
"@type": "ListItem",
diff --git a/news/2026-03-20-opposition-motions-es.html b/news/2026-03-20-opposition-motions-es.html
index ab7548bd35..4adfa9291e 100644
--- a/news/2026-03-20-opposition-motions-es.html
+++ b/news/2026-03-20-opposition-motions-es.html
@@ -170,7 +170,7 @@
"@type": "ListItem",
"position": 2,
"name": "Noticias",
- "item": "https://riksdagsmonitor.com/news/index.html"
+ "item": "https://riksdagsmonitor.com/news/index_es.html"
},
{
"@type": "ListItem",
diff --git a/news/2026-03-20-opposition-motions-fi.html b/news/2026-03-20-opposition-motions-fi.html
index 114cbc5a58..304318984b 100644
--- a/news/2026-03-20-opposition-motions-fi.html
+++ b/news/2026-03-20-opposition-motions-fi.html
@@ -170,7 +170,7 @@
"@type": "ListItem",
"position": 2,
"name": "Uutiset",
- "item": "https://riksdagsmonitor.com/news/index.html"
+ "item": "https://riksdagsmonitor.com/news/index_fi.html"
},
{
"@type": "ListItem",
diff --git a/news/2026-03-20-opposition-motions-fr.html b/news/2026-03-20-opposition-motions-fr.html
index ab3afd7294..9601ce2a5c 100644
--- a/news/2026-03-20-opposition-motions-fr.html
+++ b/news/2026-03-20-opposition-motions-fr.html
@@ -170,7 +170,7 @@
"@type": "ListItem",
"position": 2,
"name": "Actualités",
- "item": "https://riksdagsmonitor.com/news/index.html"
+ "item": "https://riksdagsmonitor.com/news/index_fr.html"
},
{
"@type": "ListItem",
diff --git a/news/2026-03-20-opposition-motions-he.html b/news/2026-03-20-opposition-motions-he.html
index 485a60c652..3e975ed5da 100644
--- a/news/2026-03-20-opposition-motions-he.html
+++ b/news/2026-03-20-opposition-motions-he.html
@@ -170,7 +170,7 @@
"@type": "ListItem",
"position": 2,
"name": "חדשות",
- "item": "https://riksdagsmonitor.com/news/index.html"
+ "item": "https://riksdagsmonitor.com/news/index_he.html"
},
{
"@type": "ListItem",
diff --git a/news/2026-03-20-opposition-motions-ja.html b/news/2026-03-20-opposition-motions-ja.html
index 0a8f530d1c..eb66def3a8 100644
--- a/news/2026-03-20-opposition-motions-ja.html
+++ b/news/2026-03-20-opposition-motions-ja.html
@@ -170,7 +170,7 @@
"@type": "ListItem",
"position": 2,
"name": "ニュース",
- "item": "https://riksdagsmonitor.com/news/index.html"
+ "item": "https://riksdagsmonitor.com/news/index_ja.html"
},
{
"@type": "ListItem",
diff --git a/news/2026-03-20-opposition-motions-ko.html b/news/2026-03-20-opposition-motions-ko.html
index 2774ab742c..6f082e4606 100644
--- a/news/2026-03-20-opposition-motions-ko.html
+++ b/news/2026-03-20-opposition-motions-ko.html
@@ -170,7 +170,7 @@
"@type": "ListItem",
"position": 2,
"name": "뉴스",
- "item": "https://riksdagsmonitor.com/news/index.html"
+ "item": "https://riksdagsmonitor.com/news/index_ko.html"
},
{
"@type": "ListItem",
diff --git a/news/2026-03-20-opposition-motions-nl.html b/news/2026-03-20-opposition-motions-nl.html
index 20e5ea7950..c2c4ea4c86 100644
--- a/news/2026-03-20-opposition-motions-nl.html
+++ b/news/2026-03-20-opposition-motions-nl.html
@@ -170,7 +170,7 @@
"@type": "ListItem",
"position": 2,
"name": "Nieuws",
- "item": "https://riksdagsmonitor.com/news/index.html"
+ "item": "https://riksdagsmonitor.com/news/index_nl.html"
},
{
"@type": "ListItem",
diff --git a/news/2026-03-20-opposition-motions-no.html b/news/2026-03-20-opposition-motions-no.html
index a2f9b191fb..d57fc41948 100644
--- a/news/2026-03-20-opposition-motions-no.html
+++ b/news/2026-03-20-opposition-motions-no.html
@@ -170,7 +170,7 @@
"@type": "ListItem",
"position": 2,
"name": "Nyheter",
- "item": "https://riksdagsmonitor.com/news/index.html"
+ "item": "https://riksdagsmonitor.com/news/index_no.html"
},
{
"@type": "ListItem",
diff --git a/news/2026-03-20-opposition-motions-sv.html b/news/2026-03-20-opposition-motions-sv.html
index e7cf65c71c..488c2a3270 100644
--- a/news/2026-03-20-opposition-motions-sv.html
+++ b/news/2026-03-20-opposition-motions-sv.html
@@ -170,7 +170,7 @@
"@type": "ListItem",
"position": 2,
"name": "Nyheter",
- "item": "https://riksdagsmonitor.com/news/index.html"
+ "item": "https://riksdagsmonitor.com/news/index_sv.html"
},
{
"@type": "ListItem",
diff --git a/news/2026-03-20-opposition-motions-zh.html b/news/2026-03-20-opposition-motions-zh.html
index 2a79633ce2..766ef987b2 100644
--- a/news/2026-03-20-opposition-motions-zh.html
+++ b/news/2026-03-20-opposition-motions-zh.html
@@ -170,7 +170,7 @@
"@type": "ListItem",
"position": 2,
"name": "新闻",
- "item": "https://riksdagsmonitor.com/news/index.html"
+ "item": "https://riksdagsmonitor.com/news/index_zh.html"
},
{
"@type": "ListItem",
diff --git a/tests/ai-analysis-pipeline-coverage.test.ts b/tests/ai-analysis-pipeline-coverage.test.ts
index f92b50a186..6b32b8f4ee 100644
--- a/tests/ai-analysis-pipeline-coverage.test.ts
+++ b/tests/ai-analysis-pipeline-coverage.test.ts
@@ -24,7 +24,7 @@
import { describe, it, expect } from 'vitest';
import { aiAnalysisPipeline, runAnalysisPipeline } from '../scripts/ai-analysis/pipeline.js';
import type { RawDocument } from '../scripts/data-transformers/types.js';
-import type { AnalysisResult, AnalysisDepth, ValidationResult } from '../scripts/ai-analysis/types.js';
+import type { AnalysisDepth } from '../scripts/ai-analysis/types.js';
// ---------------------------------------------------------------------------
// Test document factory
From c761062eb23527fb1a67a3d26b8b66295ab6f3ca Mon Sep 17 00:00:00 2001
From: "copilot-swe-agent[bot]" <198982749+Copilot@users.noreply.github.com>
Date: Fri, 20 Mar 2026 11:47:42 +0000
Subject: [PATCH 08/11] Revert English metadata regression; restore localized
titles/descriptions; fix inLanguage to nb for Norwegian
Co-authored-by: pethers <1726836+pethers@users.noreply.github.com>
---
news/2026-03-20-committee-reports-ar.html | 51 ++++++++----------
news/2026-03-20-committee-reports-da.html | 51 ++++++++----------
news/2026-03-20-committee-reports-de.html | 51 ++++++++----------
news/2026-03-20-committee-reports-es.html | 51 ++++++++----------
news/2026-03-20-committee-reports-fi.html | 51 ++++++++----------
news/2026-03-20-committee-reports-fr.html | 51 ++++++++----------
news/2026-03-20-committee-reports-he.html | 51 ++++++++----------
news/2026-03-20-committee-reports-ja.html | 51 ++++++++----------
news/2026-03-20-committee-reports-ko.html | 51 ++++++++----------
news/2026-03-20-committee-reports-nl.html | 51 ++++++++----------
news/2026-03-20-committee-reports-no.html | 53 ++++++++-----------
news/2026-03-20-committee-reports-sv.html | 53 ++++++++-----------
news/2026-03-20-committee-reports-zh.html | 51 ++++++++----------
...2026-03-20-government-propositions-ar.html | 51 ++++++++----------
...2026-03-20-government-propositions-da.html | 51 ++++++++----------
...2026-03-20-government-propositions-de.html | 51 ++++++++----------
...2026-03-20-government-propositions-es.html | 51 ++++++++----------
...2026-03-20-government-propositions-fi.html | 51 ++++++++----------
...2026-03-20-government-propositions-fr.html | 51 ++++++++----------
...2026-03-20-government-propositions-he.html | 51 ++++++++----------
...2026-03-20-government-propositions-ja.html | 51 ++++++++----------
...2026-03-20-government-propositions-ko.html | 51 ++++++++----------
...2026-03-20-government-propositions-nl.html | 51 ++++++++----------
...2026-03-20-government-propositions-no.html | 53 ++++++++-----------
...2026-03-20-government-propositions-sv.html | 53 ++++++++-----------
...2026-03-20-government-propositions-zh.html | 51 ++++++++----------
news/2026-03-20-opposition-motions-ar.html | 51 ++++++++----------
news/2026-03-20-opposition-motions-da.html | 51 ++++++++----------
news/2026-03-20-opposition-motions-de.html | 51 ++++++++----------
news/2026-03-20-opposition-motions-es.html | 51 ++++++++----------
news/2026-03-20-opposition-motions-fi.html | 51 ++++++++----------
news/2026-03-20-opposition-motions-fr.html | 51 ++++++++----------
news/2026-03-20-opposition-motions-he.html | 51 ++++++++----------
news/2026-03-20-opposition-motions-ja.html | 51 ++++++++----------
news/2026-03-20-opposition-motions-ko.html | 51 ++++++++----------
news/2026-03-20-opposition-motions-nl.html | 51 ++++++++----------
news/2026-03-20-opposition-motions-no.html | 51 ++++++++----------
news/2026-03-20-opposition-motions-sv.html | 51 ++++++++----------
news/2026-03-20-opposition-motions-zh.html | 51 ++++++++----------
39 files changed, 823 insertions(+), 1174 deletions(-)
diff --git a/news/2026-03-20-committee-reports-ar.html b/news/2026-03-20-committee-reports-ar.html
index ce576d3390..aa6d627ff0 100644
--- a/news/2026-03-20-committee-reports-ar.html
+++ b/news/2026-03-20-committee-reports-ar.html
@@ -4,15 +4,15 @@
Domestic Violence and Elder Care Language Rules Lead Committee Agenda
- تقارير اللجان: أولويات البرلمان هذا الأسبوع
+
diff --git a/news/2026-03-20-committee-reports-da.html b/news/2026-03-20-committee-reports-da.html
index 1e769c9b54..db0f8097db 100644
--- a/news/2026-03-20-committee-reports-da.html
+++ b/news/2026-03-20-committee-reports-da.html
@@ -4,15 +4,15 @@
Domestic Violence and Elder Care Language Rules Lead Committee Agenda
- Udvalgsbetænkninger: Parlamentets prioriteringer denne uge
+
diff --git a/news/2026-03-20-committee-reports-de.html b/news/2026-03-20-committee-reports-de.html
index c79242af8d..4ba933a7fc 100644
--- a/news/2026-03-20-committee-reports-de.html
+++ b/news/2026-03-20-committee-reports-de.html
@@ -4,15 +4,15 @@
Domestic Violence and Elder Care Language Rules Lead Committee Agenda
- Ausschussberichte: Parlamentarische Prioritäten diese Woche
+
diff --git a/news/2026-03-20-committee-reports-es.html b/news/2026-03-20-committee-reports-es.html
index 036024a051..256fd91733 100644
--- a/news/2026-03-20-committee-reports-es.html
+++ b/news/2026-03-20-committee-reports-es.html
@@ -4,15 +4,15 @@
Domestic Violence and Elder Care Language Rules Lead Committee Agenda
- Informes de comisión: Prioridades parlamentarias esta semana
+
diff --git a/news/2026-03-20-committee-reports-fi.html b/news/2026-03-20-committee-reports-fi.html
index 0b21e3581c..5c5394c44e 100644
--- a/news/2026-03-20-committee-reports-fi.html
+++ b/news/2026-03-20-committee-reports-fi.html
@@ -4,15 +4,15 @@
Domestic Violence and Elder Care Language Rules Lead Committee Agenda
- Valiokunnan mietinnöt: Eduskunnan painopisteet tällä viikolla
+
diff --git a/news/2026-03-20-committee-reports-fr.html b/news/2026-03-20-committee-reports-fr.html
index d733a9b917..a2737c6720 100644
--- a/news/2026-03-20-committee-reports-fr.html
+++ b/news/2026-03-20-committee-reports-fr.html
@@ -4,15 +4,15 @@
Domestic Violence and Elder Care Language Rules Lead Committee Agenda
- Rapports de commission: Priorités parlementaires cette semaine
+
diff --git a/news/2026-03-20-committee-reports-he.html b/news/2026-03-20-committee-reports-he.html
index 9ec8a57f95..947669d636 100644
--- a/news/2026-03-20-committee-reports-he.html
+++ b/news/2026-03-20-committee-reports-he.html
@@ -4,15 +4,15 @@
Domestic Violence and Elder Care Language Rules Lead Committee Agenda
- דוחות ועדה: עדיפויות פרלמנטריות השבוע
+
diff --git a/news/2026-03-20-committee-reports-ja.html b/news/2026-03-20-committee-reports-ja.html
index 23385284fe..c4159e917e 100644
--- a/news/2026-03-20-committee-reports-ja.html
+++ b/news/2026-03-20-committee-reports-ja.html
@@ -4,15 +4,15 @@
Domestic Violence and Elder Care Language Rules Lead Committee Agenda
- 委員会報告：今週の議会の優先事項
+
diff --git a/news/2026-03-20-committee-reports-ko.html b/news/2026-03-20-committee-reports-ko.html
index 5e51b292ef..bf4a2b9442 100644
--- a/news/2026-03-20-committee-reports-ko.html
+++ b/news/2026-03-20-committee-reports-ko.html
@@ -4,15 +4,15 @@
Domestic Violence and Elder Care Language Rules Lead Committee Agenda
- 위원회 보고서: 이번 주 의회 우선순위
+
diff --git a/news/2026-03-20-committee-reports-nl.html b/news/2026-03-20-committee-reports-nl.html
index 3865c8f29b..8051984b03 100644
--- a/news/2026-03-20-committee-reports-nl.html
+++ b/news/2026-03-20-committee-reports-nl.html
@@ -4,15 +4,15 @@
Domestic Violence and Elder Care Language Rules Lead Committee Agenda
- Commissieverslagen: Parlementaire prioriteiten deze week
+
diff --git a/news/2026-03-20-committee-reports-no.html b/news/2026-03-20-committee-reports-no.html
index 15bdcae782..af65ed8344 100644
--- a/news/2026-03-20-committee-reports-no.html
+++ b/news/2026-03-20-committee-reports-no.html
@@ -4,15 +4,15 @@
Domestic Violence and Elder Care Language Rules Lead Committee Agenda
- Komitéinnstillinger: Parlamentets prioriteringer denne uke
+
diff --git a/news/2026-03-20-committee-reports-sv.html b/news/2026-03-20-committee-reports-sv.html
index 3f8ef1d2fc..debd23c3fa 100644
--- a/news/2026-03-20-committee-reports-sv.html
+++ b/news/2026-03-20-committee-reports-sv.html
@@ -4,15 +4,15 @@
Domestic Violence and Elder Care Language Rules Lead Committee Agenda
- Utskottsbetänkanden: Riksdagens prioriteringar denna vecka
+
diff --git a/news/2026-03-20-committee-reports-zh.html b/news/2026-03-20-committee-reports-zh.html
index f6ee1d8dc5..0a13a9eca1 100644
--- a/news/2026-03-20-committee-reports-zh.html
+++ b/news/2026-03-20-committee-reports-zh.html
@@ -4,15 +4,15 @@
Domestic Violence and Elder Care Language Rules Lead Committee Agenda
- 委员会报告：本周议会优先事项
+
diff --git a/news/2026-03-20-government-propositions-ar.html b/news/2026-03-20-government-propositions-ar.html
index 5d626e9023..053dc7e32d 100644
--- a/news/2026-03-20-government-propositions-ar.html
+++ b/news/2026-03-20-government-propositions-ar.html
@@ -4,15 +4,15 @@
Honor Violence Crackdown and Criminal Justice Reform Lead Government Push
- مقترحات الحكومة: أولويات السياسة هذا الأسبوع
+
diff --git a/news/2026-03-20-government-propositions-da.html b/news/2026-03-20-government-propositions-da.html
index 4066abf448..d38ee21b23 100644
--- a/news/2026-03-20-government-propositions-da.html
+++ b/news/2026-03-20-government-propositions-da.html
@@ -4,15 +4,15 @@
Honor Violence Crackdown and Criminal Justice Reform Lead Government Push
- Regeringsforslag: Politiske prioriteringer denne uge
+
diff --git a/news/2026-03-20-government-propositions-de.html b/news/2026-03-20-government-propositions-de.html
index 7fe1215a73..7d7d9e0b3b 100644
--- a/news/2026-03-20-government-propositions-de.html
+++ b/news/2026-03-20-government-propositions-de.html
@@ -4,15 +4,15 @@
Honor Violence Crackdown and Criminal Justice Reform Lead Government Push
- Regierungsvorlagen: Politische Prioritäten diese Woche
+
diff --git a/news/2026-03-20-government-propositions-es.html b/news/2026-03-20-government-propositions-es.html
index 3a5604922e..1b6b1b9b28 100644
--- a/news/2026-03-20-government-propositions-es.html
+++ b/news/2026-03-20-government-propositions-es.html
@@ -4,15 +4,15 @@
Honor Violence Crackdown and Criminal Justice Reform Lead Government Push
- Proposiciones gubernamentales: Prioridades políticas esta semana
+
diff --git a/news/2026-03-20-government-propositions-fi.html b/news/2026-03-20-government-propositions-fi.html
index 3ccf5dc191..7f0c29c124 100644
--- a/news/2026-03-20-government-propositions-fi.html
+++ b/news/2026-03-20-government-propositions-fi.html
@@ -4,15 +4,15 @@
Honor Violence Crackdown and Criminal Justice Reform Lead Government Push
- Hallituksen esitykset: Politiikan painopisteet tällä viikolla
+
diff --git a/news/2026-03-20-government-propositions-fr.html b/news/2026-03-20-government-propositions-fr.html
index 2cbceeb185..83b3f40497 100644
--- a/news/2026-03-20-government-propositions-fr.html
+++ b/news/2026-03-20-government-propositions-fr.html
@@ -4,15 +4,15 @@
Honor Violence Crackdown and Criminal Justice Reform Lead Government Push
- Propositions gouvernementales: Priorités politiques cette semaine
+
diff --git a/news/2026-03-20-government-propositions-he.html b/news/2026-03-20-government-propositions-he.html
index 6865fe938d..a2271fc314 100644
--- a/news/2026-03-20-government-propositions-he.html
+++ b/news/2026-03-20-government-propositions-he.html
@@ -4,15 +4,15 @@
Honor Violence Crackdown and Criminal Justice Reform Lead Government Push
- הצעות חוק ממשלתיות: עדיפויות מדיניות השבוע
+
diff --git a/news/2026-03-20-government-propositions-ja.html b/news/2026-03-20-government-propositions-ja.html
index 4ad8f5eb3b..b2f8b9857f 100644
--- a/news/2026-03-20-government-propositions-ja.html
+++ b/news/2026-03-20-government-propositions-ja.html
@@ -4,15 +4,15 @@
Honor Violence Crackdown and Criminal Justice Reform Lead Government Push
- 政府法案：今週の政策優先事項
+
diff --git a/news/2026-03-20-government-propositions-ko.html b/news/2026-03-20-government-propositions-ko.html
index 9f8223d145..feee5e5fe9 100644
--- a/news/2026-03-20-government-propositions-ko.html
+++ b/news/2026-03-20-government-propositions-ko.html
@@ -4,15 +4,15 @@
Honor Violence Crackdown and Criminal Justice Reform Lead Government Push
- 정부 법안: 이번 주 정책 우선순위
+
diff --git a/news/2026-03-20-government-propositions-nl.html b/news/2026-03-20-government-propositions-nl.html
index b52d2d794a..73774c37ff 100644
--- a/news/2026-03-20-government-propositions-nl.html
+++ b/news/2026-03-20-government-propositions-nl.html
@@ -4,15 +4,15 @@
Honor Violence Crackdown and Criminal Justice Reform Lead Government Push
- Regeringsvoorstellen: Beleidsprioriteiten deze week
+
diff --git a/news/2026-03-20-government-propositions-no.html b/news/2026-03-20-government-propositions-no.html
index f8621f34ff..3184e18d47 100644
--- a/news/2026-03-20-government-propositions-no.html
+++ b/news/2026-03-20-government-propositions-no.html
@@ -4,15 +4,15 @@
Honor Violence Crackdown and Criminal Justice Reform Lead Government Push
- Regjeringsproposisjoner: Politiske prioriteringer denne uke
+
diff --git a/news/2026-03-20-government-propositions-sv.html b/news/2026-03-20-government-propositions-sv.html
index bf8742371c..5884f27f2d 100644
--- a/news/2026-03-20-government-propositions-sv.html
+++ b/news/2026-03-20-government-propositions-sv.html
@@ -4,15 +4,15 @@
Honor Violence Crackdown and Criminal Justice Reform Lead Government Push
- Regeringens propositioner: Veckans prioriteringar
+
diff --git a/news/2026-03-20-government-propositions-zh.html b/news/2026-03-20-government-propositions-zh.html
index be3cf24f81..c58f74a93f 100644
--- a/news/2026-03-20-government-propositions-zh.html
+++ b/news/2026-03-20-government-propositions-zh.html
@@ -4,15 +4,15 @@
Honor Violence Crackdown and Criminal Justice Reform Lead Government Push
- 政府法案：本周政策优先事项
+
diff --git a/news/2026-03-20-opposition-motions-ar.html b/news/2026-03-20-opposition-motions-ar.html
index 18e49b1dd4..bb74408bb4 100644
--- a/news/2026-03-20-opposition-motions-ar.html
+++ b/news/2026-03-20-opposition-motions-ar.html
@@ -4,15 +4,15 @@
Left Party Mounts Nuclear Safety Challenge as Opposition Targets Energy
- اقتراحات المعارضة: خطوط المعركة هذا الأسبوع
+
diff --git a/news/2026-03-20-opposition-motions-da.html b/news/2026-03-20-opposition-motions-da.html
index c877df1170..fd161347c6 100644
--- a/news/2026-03-20-opposition-motions-da.html
+++ b/news/2026-03-20-opposition-motions-da.html
@@ -4,15 +4,15 @@
Left Party Mounts Nuclear Safety Challenge as Opposition Targets Energy
- Oppositionsforslag: Ugens kamppladser
+
diff --git a/news/2026-03-20-opposition-motions-de.html b/news/2026-03-20-opposition-motions-de.html
index a16dc8bc38..616d6646c0 100644
--- a/news/2026-03-20-opposition-motions-de.html
+++ b/news/2026-03-20-opposition-motions-de.html
@@ -4,15 +4,15 @@
Left Party Mounts Nuclear Safety Challenge as Opposition Targets Energy
- Oppositionsanträge: Kampflinien dieser Woche
+
diff --git a/news/2026-03-20-opposition-motions-es.html b/news/2026-03-20-opposition-motions-es.html
index 4adfa9291e..2487529b6a 100644
--- a/news/2026-03-20-opposition-motions-es.html
+++ b/news/2026-03-20-opposition-motions-es.html
@@ -4,15 +4,15 @@
Left Party Mounts Nuclear Safety Challenge as Opposition Targets Energy
- Mociones de oposición: Líneas de batalla esta semana
+
diff --git a/news/2026-03-20-opposition-motions-fi.html b/news/2026-03-20-opposition-motions-fi.html
index 304318984b..27e5250ea5 100644
--- a/news/2026-03-20-opposition-motions-fi.html
+++ b/news/2026-03-20-opposition-motions-fi.html
@@ -4,15 +4,15 @@
Left Party Mounts Nuclear Safety Challenge as Opposition Targets Energy
- Opposition aloitteet: Viikon taistelulinjat
+
diff --git a/news/2026-03-20-opposition-motions-fr.html b/news/2026-03-20-opposition-motions-fr.html
index 9601ce2a5c..cf3f6e2f94 100644
--- a/news/2026-03-20-opposition-motions-fr.html
+++ b/news/2026-03-20-opposition-motions-fr.html
@@ -4,15 +4,15 @@
Left Party Mounts Nuclear Safety Challenge as Opposition Targets Energy
- Motions d'opposition: Lignes de bataille cette semaine
+
diff --git a/news/2026-03-20-opposition-motions-he.html b/news/2026-03-20-opposition-motions-he.html
index 3e975ed5da..a8978c7e6c 100644
--- a/news/2026-03-20-opposition-motions-he.html
+++ b/news/2026-03-20-opposition-motions-he.html
@@ -4,15 +4,15 @@
Left Party Mounts Nuclear Safety Challenge as Opposition Targets Energy
- הצעות אופוזיציה: קווי העימות השבוע
+
diff --git a/news/2026-03-20-opposition-motions-ja.html b/news/2026-03-20-opposition-motions-ja.html
index eb66def3a8..30a06bb4b2 100644
--- a/news/2026-03-20-opposition-motions-ja.html
+++ b/news/2026-03-20-opposition-motions-ja.html
@@ -4,15 +4,15 @@
Left Party Mounts Nuclear Safety Challenge as Opposition Targets Energy
- 野党動議：今週の対立構図
+
diff --git a/news/2026-03-20-opposition-motions-ko.html b/news/2026-03-20-opposition-motions-ko.html
index 6f082e4606..561db1cf42 100644
--- a/news/2026-03-20-opposition-motions-ko.html
+++ b/news/2026-03-20-opposition-motions-ko.html
@@ -4,15 +4,15 @@
Left Party Mounts Nuclear Safety Challenge as Opposition Targets Energy
- 야당 동의: 이번 주 대립 구도
+
diff --git a/news/2026-03-20-opposition-motions-nl.html b/news/2026-03-20-opposition-motions-nl.html
index c2c4ea4c86..9c679b504b 100644
--- a/news/2026-03-20-opposition-motions-nl.html
+++ b/news/2026-03-20-opposition-motions-nl.html
@@ -4,15 +4,15 @@
Left Party Mounts Nuclear Safety Challenge as Opposition Targets Energy
- Oppositiemoties: Strijdlijnen deze week
+
diff --git a/news/2026-03-20-opposition-motions-no.html b/news/2026-03-20-opposition-motions-no.html
index d57fc41948..201b444726 100644
--- a/news/2026-03-20-opposition-motions-no.html
+++ b/news/2026-03-20-opposition-motions-no.html
@@ -4,15 +4,15 @@
Left Party Mounts Nuclear Safety Challenge as Opposition Targets Energy
- Opposisjonsforslag: Ukens kamplinjer
+
diff --git a/news/2026-03-20-opposition-motions-sv.html b/news/2026-03-20-opposition-motions-sv.html
index 488c2a3270..7bf7e7b7d9 100644
--- a/news/2026-03-20-opposition-motions-sv.html
+++ b/news/2026-03-20-opposition-motions-sv.html
@@ -4,15 +4,15 @@
Left Party Mounts Nuclear Safety Challenge as Opposition Targets Energy
- Oppositionsmotioner: Veckans stridslinjer
+
diff --git a/news/2026-03-20-opposition-motions-zh.html b/news/2026-03-20-opposition-motions-zh.html
index 766ef987b2..f23f80cd68 100644
--- a/news/2026-03-20-opposition-motions-zh.html
+++ b/news/2026-03-20-opposition-motions-zh.html
@@ -4,15 +4,15 @@
Left Party Mounts Nuclear Safety Challenge as Opposition Targets Energy
- 反对党动议：本周对立格局
+
From 9518cbe3807d0bb74d4bedc32fbaf2ed3c97f4aa Mon Sep 17 00:00:00 2001
From: "copilot-swe-agent[bot]" <198982749+Copilot@users.noreply.github.com>
Date: Fri, 20 Mar 2026 12:21:10 +0000
Subject: [PATCH 09/11] Revert English metadata in Swedish articles; fix
BreadcrumbList, html lang=nb, docstring, article_section
Co-authored-by: pethers <1726836+pethers@users.noreply.github.com>
---
news/2026-03-20-committee-reports-no.html | 2 +-
...2026-03-20-government-propositions-no.html | 2 +-
.../2026-03-20-interpellation-debates-sv.html | 53 ++++++++-----------
news/2026-03-20-week-ahead-sv.html | 53 ++++++++-----------
scripts/generate-content-based-titles.py | 10 ++--
tests/ai-analysis-pipeline-coverage.test.ts | 2 +-
6 files changed, 53 insertions(+), 69 deletions(-)
diff --git a/news/2026-03-20-committee-reports-no.html b/news/2026-03-20-committee-reports-no.html
index af65ed8344..bb546aa3b5 100644
--- a/news/2026-03-20-committee-reports-no.html
+++ b/news/2026-03-20-committee-reports-no.html
@@ -1,5 +1,5 @@
-
+
Elderly Care Crisis and Landerholm Scandal Dominate Interpellations
- Interpellationsdebatter: Regeringen ställs till svars
+
diff --git a/news/2026-03-20-week-ahead-sv.html b/news/2026-03-20-week-ahead-sv.html
index 5dbacf1b13..4ee80eb0a6 100644
--- a/news/2026-03-20-week-ahead-sv.html
+++ b/news/2026-03-20-week-ahead-sv.html
@@ -4,15 +4,15 @@
EU Council Review and Plenary Votes Headline Parliamentary Week
- Vecka Framåt: 2026-03-21 till 2026-03-28
+
diff --git a/scripts/generate-content-based-titles.py b/scripts/generate-content-based-titles.py
index 3a7f75bd49..d3e95633d7 100755
--- a/scripts/generate-content-based-titles.py
+++ b/scripts/generate-content-based-titles.py
@@ -1305,7 +1305,10 @@ def process_article_set(self, base_filename: str, dry_run: bool = False) -> int:
"""Process all language versions of an article.
Generates content-based title, description, keywords, tags, and
- article:section from the English version, then applies to all languages.
+ article:section from the English version. In english_only mode (default),
+ only the English article is updated; non-English localized articles retain
+ their original metadata. When english_only is disabled, metadata is
+ translated and applied to all language variants.
"""
# Parse base filename (e.g., "2026-02-18-committee-reports")
@@ -1400,10 +1403,9 @@ def process_article_set(self, base_filename: str, dry_run: bool = False) -> int:
'description': lang_description
}
- # Update article with translated metadata
+ # Update article with translated metadata (skip English article_section for non-English)
if self.update_article_metadata(lang_file, lang_title, lang_description, dry_run,
- keywords=lang_keywords, tags=lang_tags,
- article_section=article_section):
+ keywords=lang_keywords, tags=lang_tags):
updated_count += 1
return updated_count
diff --git a/tests/ai-analysis-pipeline-coverage.test.ts b/tests/ai-analysis-pipeline-coverage.test.ts
index 6b32b8f4ee..7ca46aab42 100644
--- a/tests/ai-analysis-pipeline-coverage.test.ts
+++ b/tests/ai-analysis-pipeline-coverage.test.ts
@@ -1,7 +1,7 @@
/**
* Comprehensive tests for scripts/ai-analysis/pipeline.ts
*
- * This module is the core AI-first analysis pipeline with 5.35% coverage.
+ * Pre-PR baseline: 5.35% coverage (29/542 stmts). Target: ≥80%.
* Tests cover:
* - aiAnalysisPipeline exported singleton (analyzeDocuments, refineAnalysis, validateCompleteness)
* - runAnalysisPipeline orchestrator (quick, standard, deep depths)
From af50ea68bb09b77e5395f82a4ad3e3c3574cc290 Mon Sep 17 00:00:00 2001
From: "copilot-swe-agent[bot]" <198982749+Copilot@users.noreply.github.com>
Date: Fri, 20 Mar 2026 12:21:56 +0000
Subject: [PATCH 10/11] Fix truncated breadcrumb name in
interpellation-debates-sv.html
Co-authored-by: pethers <1726836+pethers@users.noreply.github.com>
---
news/2026-03-20-interpellation-debates-sv.html | 2 +-
1 file changed, 1 insertion(+), 1 deletion(-)
diff --git a/news/2026-03-20-interpellation-debates-sv.html b/news/2026-03-20-interpellation-debates-sv.html
index 377d333a50..7722a735f1 100644
--- a/news/2026-03-20-interpellation-debates-sv.html
+++ b/news/2026-03-20-interpellation-debates-sv.html
@@ -166,7 +166,7 @@
{
"@type": "ListItem",
"position": 3,
- "name": "Interpellationsdebatter: Regeringen ställs till sv",
+ "name": "Interpellationsdebatter: Regeringen ställs till svars",
"item": "https://riksdagsmonitor.com/news/2026-03-20-interpellation-debates-sv.html"
}
]
From 81549eeefdb61caeeb345c212677450621994c8e Mon Sep 17 00:00:00 2001
From: "copilot-swe-agent[bot]" <198982749+Copilot@users.noreply.github.com>
Date: Fri, 20 Mar 2026 12:58:06 +0000
Subject: [PATCH 11/11] Fix interpellation SWOT allocation for small sets and
align coverage comments
Co-authored-by: pethers <1726836+pethers@users.noreply.github.com>
---
scripts/ai-analysis/pipeline.ts | 10 +++++--
tests/ai-analysis-pipeline-coverage.test.ts | 29 ++++++++++++++++++++-
2 files changed, 36 insertions(+), 3 deletions(-)
diff --git a/scripts/ai-analysis/pipeline.ts b/scripts/ai-analysis/pipeline.ts
index 63b4e3a122..fb0f72a40b 100644
--- a/scripts/ai-analysis/pipeline.ts
+++ b/scripts/ai-analysis/pipeline.ts
@@ -1293,6 +1293,12 @@ async function analyzeDocuments(
const pressmDocs = docs.filter(d => docType(d) === 'pressm');
const extDocs = docs.filter(d => docType(d) === 'ext');
const ipDocs = docs.filter(d => docType(d) === 'ip');
+ let govThreatIpDocs = ipDocs.slice(2, 4);
+ let oppOpportunityIpDocs = ipDocs.slice(2, 3);
+ if (ipDocs.length < 3) {
+ govThreatIpDocs = ipDocs.length === 2 ? ipDocs.slice(1, 2) : ipDocs.slice(0, 1);
+ oppOpportunityIpDocs = ipDocs.slice(0, 1);
+ }
// ── Government stakeholder SWOT ─────────────────────────────────────────────
const govStrengths: AnalysisSwotEntry[] = [
@@ -1313,7 +1319,7 @@ async function analyzeDocuments(
const govThreats: AnalysisSwotEntry[] = [
...motDocs.slice(0, 2).map(d => buildEnrichedEntry(d, topic, lang, 200)),
// Interpellations represent direct opposition pressure on government
- ...ipDocs.slice(2, 4).map(d => buildEnrichedEntry(d, topic, lang, 200)),
+ ...govThreatIpDocs.map(d => buildEnrichedEntry(d, topic, lang, 200)),
];
if (govStrengths.length === 0) govStrengths.push(placeholderEntry('government', 'strengths', topic, lang, domains));
@@ -1331,7 +1337,7 @@ async function analyzeDocuments(
const oppWeaknesses: AnalysisSwotEntry[] = [];
const oppOpportunities: AnalysisSwotEntry[] = [
// Interpellations create debate opportunities for opposition
- ...ipDocs.slice(2, 3).map(d => buildEnrichedEntry(d, topic, lang, 200)),
+ ...oppOpportunityIpDocs.map(d => buildEnrichedEntry(d, topic, lang, 200)),
];
const oppThreats: AnalysisSwotEntry[] = [
...propDocs.slice(0, 1).map(d => buildEnrichedEntry(d, topic, lang, 200)),
diff --git a/tests/ai-analysis-pipeline-coverage.test.ts b/tests/ai-analysis-pipeline-coverage.test.ts
index 7ca46aab42..88f4bbae68 100644
--- a/tests/ai-analysis-pipeline-coverage.test.ts
+++ b/tests/ai-analysis-pipeline-coverage.test.ts
@@ -5,7 +5,7 @@
* Tests cover:
* - aiAnalysisPipeline exported singleton (analyzeDocuments, refineAnalysis, validateCompleteness)
* - runAnalysisPipeline orchestrator (quick, standard, deep depths)
- * - SWOT generation from document classification (prop, bet, mot, sfs, fpm, skr, pressm, ext)
+ * - SWOT generation from document classification (prop, bet, mot, sfs, fpm/eu, skr, pressm, ext, ip)
* - Policy assessment builder (domains, narrative, confidence)
* - Watch point generation per document type
* - Mindmap branch generation
@@ -907,6 +907,33 @@ describe('interpellation document classification', () => {
expect(parl.swot.strengths.some(e => e.sourceDocIds.includes('IP1'))).toBe(true);
});
+ it('classifies a single interpellation as government threat and parliament/opposition opportunity', async () => {
+ const result = await aiAnalysisPipeline.analyzeDocuments([IP1], {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ const gov = result.stakeholderSwot.find(s => s.role === 'government')!;
+ const parl = result.stakeholderSwot.find(s => s.role === 'parliament')!;
+
+ expect(gov.swot.threats.some(e => e.sourceDocIds.includes('IP1'))).toBe(true);
+ expect(parl.swot.opportunities.some(e => e.sourceDocIds.includes('IP1'))).toBe(true);
+ });
+
+ it('classifies two interpellations with one in government weaknesses and one in government threats', async () => {
+ const result = await aiAnalysisPipeline.analyzeDocuments([IP1, IP2], {
+ depth: 'quick',
+ lang: 'en',
+ focusTopic: null,
+ });
+
+ const gov = result.stakeholderSwot.find(s => s.role === 'government')!;
+
+ expect(gov.swot.weaknesses.some(e => e.sourceDocIds.includes('IP1'))).toBe(true);
+ expect(gov.swot.threats.some(e => e.sourceDocIds.includes('IP2'))).toBe(true);
+ });
+
it('generates interpellation watch points', async () => {
const result = await aiAnalysisPipeline.analyzeDocuments([IP1, IP2, IP3], {
depth: 'quick',
