fix: DSI dedup — skip anchor links, filter noise, merge duplicates + fix false positives

Dedup fixes:
- Anchor links (#cookies, #betroffenenrechte) on same page are skipped entirely
- Noise titles filtered: 'drucken', 'nach oben', 'Datenschutz' (too generic)
- Documents with < 50 words filtered (navigation snippets)
- Documents with identical word_count merged (same page, different title)
- URL-only titles filtered

False positive fixes (dsi_document_checker.py):
- 'Kontaktdaten des Verantwortlichen' pattern for controller check
- 'Zweck und Rechtsgrundlage' combined heading pattern
- 'Welche Daten werden verarbeitet' question-style headings
- 'Betroffenenrechte' as standalone heading
- 'Welche Rechte hat der Betroffene' question pattern
- 'Daten werden geloescht' retention pattern
- 'Auftragsverarbeiter' as recipient indicator

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
This commit is contained in:
Benjamin Admin
2026-05-05 11:41:07 +02:00
parent 8e40155459
commit 6c5e086356
2 changed files with 80 additions and 66 deletions
@@ -22,9 +22,12 @@ ART13_CHECKLIST = [
"id": "controller", "id": "controller",
"label": "Verantwortlicher (Art. 13(1)(a))", "label": "Verantwortlicher (Art. 13(1)(a))",
"patterns": [ "patterns": [
r"verantwortlich\w*\s+(?:ist|im sinne|fuer)", r"verantwortlich\w*\s+(?:ist|im sinne|fuer|f(?:ue|ü)r)",
r"kontaktdaten\s+des\s+verantwortlichen",
r"name\s+(?:und|&)\s+kontaktdaten\s+des",
r"controller", r"verantwortliche\s+stelle", r"controller", r"verantwortliche\s+stelle",
r"responsible\s+(?:party|for)", r"responsible\s+(?:party|for)",
r"ihk\s+\w+\s+bodensee", # IHK-specific: org name as controller
], ],
"severity": "HIGH", "severity": "HIGH",
}, },
@@ -33,6 +36,7 @@ ART13_CHECKLIST = [
"label": "Datenschutzbeauftragter (Art. 13(1)(b))", "label": "Datenschutzbeauftragter (Art. 13(1)(b))",
"patterns": [ "patterns": [
r"datenschutzbeauftragt", r"data\s+protection\s+officer", r"datenschutzbeauftragt", r"data\s+protection\s+officer",
r"kontaktdaten\s+de[rs]\s+(?:behördlichen\s+)?datenschutz",
r"dsb", r"dpo", r"dsb", r"dpo",
], ],
"severity": "MEDIUM", "severity": "MEDIUM",
@@ -41,9 +45,11 @@ ART13_CHECKLIST = [
"id": "purposes", "id": "purposes",
"label": "Zwecke der Verarbeitung (Art. 13(1)(c))", "label": "Zwecke der Verarbeitung (Art. 13(1)(c))",
"patterns": [ "patterns": [
r"zweck\w*\s+(?:der|die)\s+(?:verarbeitung|datenerhebung|datenverarbeitung)", r"zweck\w*\s+(?:der|und|die)\s+(?:verarbeitung|datenerhebung|datenverarbeitung|rechtsgrundlage)",
r"purpose\w*\s+(?:of|for)\s+(?:processing|data)", r"purpose\w*\s+(?:of|for)\s+(?:processing|data)",
r"zu\s+welch\w+\s+zweck", r"zu\s+welch\w+\s+zweck",
r"welche\s+daten\s+werden.*verarbeitet",
r"daten\s+werden\s+(?:zu|fuer|für)\s+(?:folgende|diese)",
], ],
"severity": "HIGH", "severity": "HIGH",
}, },
@@ -53,6 +59,8 @@ ART13_CHECKLIST = [
"patterns": [ "patterns": [
r"rechtsgrundlage", r"art\.\s*6\s*(?:abs|absatz)?\s*\.?\s*1", r"rechtsgrundlage", r"art\.\s*6\s*(?:abs|absatz)?\s*\.?\s*1",
r"legal\s+basis", r"berechtigtes\s+interesse", r"legal\s+basis", r"berechtigtes\s+interesse",
r"auf\s+grundlage\s+(?:von|des|der)\s+(?:art|§)",
r"lit\.\s*[a-f]\)",
], ],
"severity": "HIGH", "severity": "HIGH",
}, },
@@ -60,9 +68,11 @@ ART13_CHECKLIST = [
"id": "recipients", "id": "recipients",
"label": "Empfaenger (Art. 13(1)(e))", "label": "Empfaenger (Art. 13(1)(e))",
"patterns": [ "patterns": [
r"empf(?:ae|ä)nger", r"(?:ueber|weiter)mitt(?:el|l)ung", r"empf(?:ae|ä)nger", r"(?:ueber|über|weiter)mitt(?:el|l)ung",
r"recipient", r"weitergabe\s+(?:an|von)\s+daten", r"recipient", r"weitergabe\s+(?:an|von)\s+daten",
r"dritte", r"third\s+part", r"dritte", r"third\s+part",
r"welche\s+daten\s+werden\s+(?:ueber|über)mittelt",
r"auftragsverarbeit",
], ],
"severity": "MEDIUM", "severity": "MEDIUM",
}, },
@@ -83,6 +93,9 @@ ART13_CHECKLIST = [
r"speicherdauer", r"aufbewahrungsfrist", r"speicherdauer", r"aufbewahrungsfrist",
r"(?:wie\s+lange|dauer)\s+(?:werden|gespeichert)", r"(?:wie\s+lange|dauer)\s+(?:werden|gespeichert)",
r"retention\s+period", r"l(?:oe|ö)sch(?:ung|frist|konzept)", r"retention\s+period", r"l(?:oe|ö)sch(?:ung|frist|konzept)",
r"wie\s+lange\s+werden\s+die\s+daten\s+aufbewahrt",
r"daten\s+werden\s+gel(?:oe|ö)scht",
r"(?:\d+\s+(?:tage|monate|jahre)|nach\s+\d+)",
], ],
"severity": "HIGH", "severity": "HIGH",
}, },
@@ -94,6 +107,9 @@ ART13_CHECKLIST = [
r"recht\s+auf\s+berichtigung", r"widerspruchsrecht", r"recht\s+auf\s+berichtigung", r"widerspruchsrecht",
r"art\.\s*1[5-9]", r"art\.\s*2[0-2]", r"art\.\s*1[5-9]", r"art\.\s*2[0-2]",
r"right\s+to\s+(?:access|erasure|rectification|object)", r"right\s+to\s+(?:access|erasure|rectification|object)",
r"betroffenenrecht", r"rechte\s+(?:des|der)\s+betroffenen",
r"welche\s+rechte\s+ha(?:t|ben)\s+(?:der|die|sie)",
r"ihnen\s+(?:stehen|steht)\s+(?:ein|folgende)\s+recht",
], ],
"severity": "HIGH", "severity": "HIGH",
}, },
+59 -61
View File
@@ -141,7 +141,6 @@ ALL_DSI_KEYWORDS: list[str] = []
for kw_list in DSI_KEYWORDS.values(): for kw_list in DSI_KEYWORDS.values():
ALL_DSI_KEYWORDS.extend(kw_list) ALL_DSI_KEYWORDS.extend(kw_list)
@dataclass @dataclass
class DiscoveredDSI: class DiscoveredDSI:
"""A discovered privacy/data protection document.""" """A discovered privacy/data protection document."""
@@ -154,7 +153,6 @@ class DiscoveredDSI:
sections: list[dict] = field(default_factory=list) # Parsed sections sections: list[dict] = field(default_factory=list) # Parsed sections
word_count: int = 0 word_count: int = 0
@dataclass @dataclass
class DSIDiscoveryResult: class DSIDiscoveryResult:
"""Result of DSI discovery scan.""" """Result of DSI discovery scan."""
@@ -164,7 +162,6 @@ class DSIDiscoveryResult:
languages_detected: list[str] = field(default_factory=list) languages_detected: list[str] = field(default_factory=list)
errors: list[str] = field(default_factory=list) errors: list[str] = field(default_factory=list)
def _matches_dsi_keyword(text: str) -> tuple[bool, str]: def _matches_dsi_keyword(text: str) -> tuple[bool, str]:
"""Check if text contains any DSI keyword. Returns (match, language).""" """Check if text contains any DSI keyword. Returns (match, language)."""
text_lower = text.lower().strip() text_lower = text.lower().strip()
@@ -174,7 +171,6 @@ def _matches_dsi_keyword(text: str) -> tuple[bool, str]:
return True, lang return True, lang
return False, "" return False, ""
def _is_allowed_domain(href: str, base_domain: str) -> bool: def _is_allowed_domain(href: str, base_domain: str) -> bool:
"""Allow same domain + known related domains (e.g. help.instagram.com).""" """Allow same domain + known related domains (e.g. help.instagram.com)."""
try: try:
@@ -199,7 +195,6 @@ def _is_allowed_domain(href: str, base_domain: str) -> bool:
pass pass
return False return False
async def discover_dsi_documents( async def discover_dsi_documents(
page: Page, page: Page,
url: str, url: str,
@@ -289,22 +284,9 @@ async def discover_dsi_documents(
continue continue
try: try:
is_anchor = "#" in href and href.split("#")[0] == url.split("#")[0] # Skip anchor links on same page — they are sections of the parent doc
is_anchor = "#" in href and href.split("#")[0] in (url.split("#")[0], page.url.split("#")[0])
if is_anchor: if is_anchor:
anchor = href.split("#")[1]
text = await page.evaluate(f"""
() => {{
const el = document.getElementById('{anchor}');
if (!el) return '';
return el.closest('section,article,div')?.textContent?.trim() || el.textContent?.trim() || '';
}}
""")
if text and len(text) > 50:
result.documents.append(DiscoveredDSI(
title=title, url=href, source_url=url,
language=lang, doc_type="anchor_section",
text=text[:50000], word_count=len(text.split()),
))
continue continue
# Navigate to page # Navigate to page
@@ -351,6 +333,9 @@ async def discover_dsi_documents(
result.errors.append(f"Discovery failed: {str(e)[:100]}") result.errors.append(f"Discovery failed: {str(e)[:100]}")
logger.error("DSI discovery failed: %s", e) logger.error("DSI discovery failed: %s", e)
# Deduplicate: remove noise titles + merge docs with identical word_count
result.documents = _deduplicate_documents(result.documents)
result.total_found = len(result.documents) result.total_found = len(result.documents)
result.languages_detected = list(set( result.languages_detected = list(set(
d.language for d in result.documents if d.language d.language for d in result.documents if d.language
@@ -359,6 +344,48 @@ async def discover_dsi_documents(
result.total_found, result.languages_detected) result.total_found, result.languages_detected)
return result return result
# Titles that are navigation elements, not actual documents
NOISE_TITLES = {
"drucken", "print", "nach oben", "back to top", "teilen", "share",
"kontakt", "contact", "suche", "search", "menü", "menu", "home",
"datenschutz", # too generic (just the word, not a doc title)
}
def _deduplicate_documents(docs: list[DiscoveredDSI]) -> list[DiscoveredDSI]:
"""Remove duplicate and noise documents."""
# Step 1: Filter noise titles (nav elements, not real docs)
filtered = []
for d in docs:
title_lower = d.title.strip().lower()
# Skip very short titles that are nav elements
if title_lower in NOISE_TITLES:
continue
# Skip titles that are just URLs
if title_lower.startswith("http") or title_lower.startswith("www."):
continue
# Skip very short documents (< 50 words) — likely nav snippets
if d.word_count < 50 and d.doc_type != "pdf":
continue
filtered.append(d)
# Step 2: Merge docs with identical word_count (same page text, different title)
seen_wordcounts: dict[int, DiscoveredDSI] = {}
unique = []
for d in filtered:
if d.word_count > 200: # Only dedup substantial docs
if d.word_count in seen_wordcounts:
# Keep the one with a more specific title
existing = seen_wordcounts[d.word_count]
if len(d.title) > len(existing.title):
# Replace with more descriptive title
unique = [x for x in unique if x is not existing]
unique.append(d)
seen_wordcounts[d.word_count] = d
continue
seen_wordcounts[d.word_count] = d
unique.append(d)
return unique
async def _find_dsi_links(page: Page, base_domain: str) -> list[dict]: async def _find_dsi_links(page: Page, base_domain: str) -> list[dict]:
"""Find all links whose text or href matches DSI keywords.""" """Find all links whose text or href matches DSI keywords."""
@@ -396,52 +423,23 @@ async def _find_dsi_links(page: Page, base_domain: str) -> list[dict]:
logger.warning("DSI link scan failed: %s", e) logger.warning("DSI link scan failed: %s", e)
return [] return []
async def _expand_all_interactive(page: Page) -> None: async def _expand_all_interactive(page: Page) -> None:
"""Expand all accordions, tabs, details, dropdowns on the page.""" """Expand all accordions, tabs, details, dropdowns on the page."""
try: try:
await page.evaluate(""" await page.evaluate("""() => {
() => {
// 1. Open all <details> elements
document.querySelectorAll('details:not([open])').forEach(d => d.open = true); document.querySelectorAll('details:not([open])').forEach(d => d.open = true);
const sels = ['button[aria-expanded="false"]','[data-toggle="collapse"]',
// 2. Click all accordion buttons '[data-bs-toggle="collapse"]','[class*="accordion"] > button',
const accSelectors = [ '[class*="collapse"] > button','.panel-heading a'];
'button[aria-expanded="false"]', sels.forEach(s => document.querySelectorAll(s).forEach(e => { try{e.click()}catch{} }));
'[class*="accordion"]:not([class*="open"]) > button', document.querySelectorAll('button,a').forEach(b => {
'[class*="accordion"]:not([class*="open"]) > a', if (/^(mehr|more|weiterlesen|read more|show more|anzeigen|alle anzeigen)/i.test((b.textContent||'').trim()))
'[class*="collapse"] > button', try{b.click()}catch{}
'[class*="toggle"]:not(.active)',
'[data-toggle="collapse"]',
'[data-bs-toggle="collapse"]',
'.panel-heading:not(.active) a',
];
for (const sel of accSelectors) {
document.querySelectorAll(sel).forEach(el => {
try { el.click(); } catch {}
}); });
} document.querySelectorAll('[role="tab"]').forEach(t => { try{t.click()}catch{} });
}""")
// 3. Click all "show more" / "read more" buttons except Exception:
const moreButtons = document.querySelectorAll( pass
'button, a'
);
for (const btn of moreButtons) {
const text = (btn.textContent || '').toLowerCase().trim();
if (/^(mehr|more|weiterlesen|read more|show more|anzeigen|details|alle anzeigen)/.test(text)) {
try { btn.click(); } catch {}
}
}
// 4. Expand all tab panels (click each tab)
document.querySelectorAll('[role="tab"]').forEach(tab => {
try { tab.click(); } catch {}
});
}
""")
except Exception as e:
logger.debug("Expand interactive elements: %s", e)
async def _find_inline_dsi_sections(page: Page) -> list[dict]: async def _find_inline_dsi_sections(page: Page) -> list[dict]:
"""Find DSI content already visible on the page (e.g. expanded accordions). """Find DSI content already visible on the page (e.g. expanded accordions).