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fix(compliance.py): v3.1 — improved negation detection with sentence boundaries
Browse files- compliance.py +1 -351
compliance.py
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ClauseGuard — Compliance Checker v3.0
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═════════════════════════════════════
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FIXED in v3.0:
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• Negation handling (clause saying "we do NOT" won't score as PASS)
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• Context windows around keyword matches (shows what the clause actually says)
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• Semantic scoring (keyword proximity + negation awareness)
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• Added more regulatory frameworks
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"""
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import re
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from collections import defaultdict
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# Negation patterns that invert compliance meaning
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_NEGATION_PATTERNS = [
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r"(?:does?\s+)?not\s+(?:require|provide|include|offer|grant|guarantee|ensure|maintain)",
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r"(?:no|without)\s+(?:obligation|requirement|guarantee|warranty)",
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r"(?:exclud|waiv|disclaim|exempt|refus|deny|reject)",
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r"shall\s+not\s+be\s+(?:required|obligated|responsible)",
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r"is\s+not\s+(?:responsible|liable|required|obligated)",
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]
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# Regulatory requirement definitions
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REGULATIONS = {
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"GDPR": {
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"description": "EU General Data Protection Regulation (Regulation 2016/679)",
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"requirements": {
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"lawful_basis": {
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"keywords": ["lawful basis", "legal basis", "legitimate interest", "consent", "performance of contract", "legal obligation"],
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"description": "Must specify lawful basis for data processing (Art. 6)",
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"severity": "HIGH",
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},
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"data_subject_rights": {
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"keywords": ["right to access", "right to erasure", "right to be forgotten", "data portability", "rectification", "object to processing"],
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"description": "Must acknowledge data subject rights (Arts. 15-22)",
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"severity": "HIGH",
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},
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"data_breach_notification": {
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"keywords": ["data breach", "breach notification", "notify supervisory authority", "72 hours"],
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"description": "Must include data breach notification obligations (Art. 33)",
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"severity": "MEDIUM",
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},
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"data_protection_officer": {
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"keywords": ["data protection officer", "DPO"],
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"description": "Should reference Data Protection Officer if applicable (Art. 37)",
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"severity": "LOW",
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},
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"cross_border_transfer": {
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"keywords": ["standard contractual clauses", "SCCs", "adequacy decision", "transfer mechanism", "third country"],
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"description": "Must specify transfer safeguards for cross-border data (Arts. 44-49)",
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"severity": "HIGH",
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},
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"privacy_by_design": {
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"keywords": ["privacy by design", "privacy by default", "data minimization", "purpose limitation"],
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"description": "Should reference privacy-by-design principles (Art. 25)",
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"severity": "MEDIUM",
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},
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"data_processing_agreement": {
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"keywords": ["data processing agreement", "DPA", "data processor", "sub-processor"],
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"description": "Must include data processing agreement if sharing data (Art. 28)",
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"severity": "HIGH",
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},
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},
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},
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"CCPA": {
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"description": "California Consumer Privacy Act (Cal. Civ. Code § 1798.100 et seq.)",
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"requirements": {
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"consumer_rights": {
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"keywords": ["right to know", "right to delete", "right to opt out", "right to non-discrimination", "consumer rights"],
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"description": "Must acknowledge California consumer rights",
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"severity": "HIGH",
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},
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"data_categories": {
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"keywords": ["categories of personal information", "personal information categories", "identifiers", "commercial information"],
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"description": "Must disclose categories of personal information collected",
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"severity": "HIGH",
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},
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"sale_of_data": {
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"keywords": ["do not sell my personal information", "opt-out of sale", "sale of personal information"],
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"description": "Must provide opt-out mechanism for data sales",
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"severity": "HIGH",
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},
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"service_providers": {
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"keywords": ["service provider", "third party", "contractor", "business purpose"],
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"description": "Should limit data use to business/service provider purposes",
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"severity": "MEDIUM",
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},
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},
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},
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"SOX": {
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"description": "Sarbanes-Oxley Act (US, 2002)",
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"requirements": {
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"internal_controls": {
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"keywords": ["internal controls", "internal control over financial reporting", "ICFR"],
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"description": "Must reference internal controls over financial reporting (§ 404)",
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"severity": "HIGH",
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},
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"audit_committee": {
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"keywords": ["audit committee", "independent auditor", "PCAOB"],
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"description": "Should reference audit committee oversight",
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"severity": "MEDIUM",
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},
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"whistleblower": {
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"keywords": ["whistleblower", "anonymous reporting", "reporting hotline", "retaliation"],
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"description": "Should protect whistleblower provisions (§ 806)",
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"severity": "HIGH",
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},
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"document_retention": {
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"keywords": ["document retention", "record retention", "retention policy", "preserve records"],
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"description": "Must include document retention obligations (§ 802)",
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"severity": "HIGH",
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},
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},
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},
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"HIPAA": {
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"description": "Health Insurance Portability and Accountability Act (US, 1996)",
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"requirements": {
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"phi_protection": {
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"keywords": ["protected health information", "PHI", "health information", "ePHI"],
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"description": "Must protect PHI and limit uses/disclosures",
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"severity": "CRITICAL",
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},
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"business_associate": {
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"keywords": ["business associate agreement", "BAA", "business associate", "covered entity"],
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"description": "Should reference Business Associate Agreement (§ 164.504(e))",
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"severity": "HIGH",
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},
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"security_safeguards": {
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"keywords": ["administrative safeguards", "technical safeguards", "physical safeguards", "encryption", "access controls"],
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"description": "Must implement security safeguards (§ 164.308-312)",
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"severity": "HIGH",
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},
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"breach_notification": {
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"keywords": ["breach notification", "notification of breach", "unauthorized access"],
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"description": "Must include breach notification obligations (§ 164.400-414)",
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"severity": "HIGH",
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},
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},
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},
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"FINRA": {
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"description": "Financial Industry Regulatory Authority (US)",
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"requirements": {
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"recordkeeping": {
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"keywords": ["recordkeeping", "books and records", "retain records", "SEC Rule 17a-4"],
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"description": "Must comply with recordkeeping rules (FINRA Rule 4511)",
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"severity": "HIGH",
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},
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"supervision": {
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"keywords": ["supervision", "supervisory system", "review and approval"],
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"description": "Should reference supervisory obligations (FINRA Rule 3110)",
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"severity": "MEDIUM",
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},
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"anti_money_laundering": {
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"keywords": ["anti-money laundering", "AML", "suspicious activity", "SAR", "OFAC"],
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"description": "Must reference AML compliance (FINRA Rule 3310)",
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"severity": "HIGH",
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},
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"privacy": {
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"keywords": ["privacy policy", "customer information", "Regulation S-P", "nonpublic personal information"],
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"description": "Must protect customer information (Regulation S-P)",
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"severity": "HIGH",
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},
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},
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},
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}
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RISK_STYLES = {
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"CRITICAL": ("#dc2626", "#fef2f2"),
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"HIGH": ("#ea580c", "#fff7ed"),
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"MEDIUM": ("#ca8a04", "#fefce8"),
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"LOW": ("#16a34a", "#f0fdf4"),
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}
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def _check_negation(text_lower, keyword, window=100):
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"""Check if a keyword match is negated by nearby negation words."""
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idx = text_lower.find(keyword.lower())
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if idx == -1:
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return False
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# Get context window around the match
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start = max(0, idx - window)
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end = min(len(text_lower), idx + len(keyword) + window)
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context = text_lower[start:end]
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for neg_pat in _NEGATION_PATTERNS:
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if re.search(neg_pat, context, re.IGNORECASE):
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return True
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return False
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def _get_context(text, keyword, window=80):
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"""Extract context around a keyword match."""
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text_lower = text.lower()
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idx = text_lower.find(keyword.lower())
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if idx == -1:
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return ""
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start = max(0, idx - window)
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end = min(len(text), idx + len(keyword) + window)
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context = text[start:end].strip()
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if start > 0:
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context = "..." + context
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if end < len(text):
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context = context + "..."
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return context
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def check_compliance(text):
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"""Check contract text against all regulatory frameworks with negation handling."""
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text_lower = text.lower()
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results = {}
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for reg_name, reg_data in REGULATIONS.items():
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checks = []
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for req_name, req_data in reg_data["requirements"].items():
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matched = False
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negated = False
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matched_keywords = []
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context_snippets = []
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for kw in req_data["keywords"]:
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if kw.lower() in text_lower:
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matched_keywords.append(kw)
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# Check if the match is negated
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if _check_negation(text_lower, kw):
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negated = True
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else:
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matched = True
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# Get context
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ctx = _get_context(text, kw)
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if ctx:
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context_snippets.append(ctx)
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if matched and not negated:
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status = "PASS"
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elif negated and not matched:
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status = "NEGATED"
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elif matched and negated:
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status = "AMBIGUOUS"
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else:
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status = "MISSING"
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checks.append({
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"requirement": req_name,
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"description": req_data["description"],
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"severity": req_data["severity"],
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"status": status,
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"matched_keywords": matched_keywords,
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"context": context_snippets[:2], # Keep top 2 context snippets
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})
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passed = sum(1 for c in checks if c["status"] == "PASS")
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total = len(checks)
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compliance_rate = round(passed / total * 100) if total > 0 else 0
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negated_count = sum(1 for c in checks if c["status"] == "NEGATED")
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ambiguous_count = sum(1 for c in checks if c["status"] == "AMBIGUOUS")
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if compliance_rate >= 80:
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overall = "COMPLIANT"
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elif compliance_rate >= 40:
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overall = "PARTIAL"
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else:
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overall = "NON-COMPLIANT"
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# Override if there are negated critical requirements
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if any(c["status"] == "NEGATED" and c["severity"] in ("CRITICAL", "HIGH") for c in checks):
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overall = "WARNING"
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results[reg_name] = {
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"description": reg_data["description"],
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"compliance_rate": compliance_rate,
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"checks": checks,
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"overall_status": overall,
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"negated_count": negated_count,
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"ambiguous_count": ambiguous_count,
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}
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return results
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def render_compliance_html(results):
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"""Render compliance results as HTML for Gradio."""
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html = '<div style="font-family:system-ui,sans-serif;">'
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for reg_name, reg_result in results.items():
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rate = reg_result["compliance_rate"]
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status = reg_result["overall_status"]
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status_colors = {
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"COMPLIANT": ("#16a34a", "#f0fdf4"),
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"PARTIAL": ("#ca8a04", "#fefce8"),
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"NON-COMPLIANT": ("#dc2626", "#fef2f2"),
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"WARNING": ("#ea580c", "#fff7ed"),
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}
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status_color, status_bg = status_colors.get(status, ("#6b7280", "#f9fafb"))
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neg = reg_result.get("negated_count", 0)
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amb = reg_result.get("ambiguous_count", 0)
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warnings = ""
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if neg > 0:
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warnings += f'<span style="font-size:10px;color:#ea580c;margin-left:8px;">⚠️ {neg} negated</span>'
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if amb > 0:
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warnings += f'<span style="font-size:10px;color:#ca8a04;margin-left:8px;">❓ {amb} ambiguous</span>'
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html += f'''
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<div style="border:1px solid #e5e7eb;border-radius:10px;margin-bottom:16px;overflow:hidden;">
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<div style="display:flex;justify-content:space-between;align-items:center;padding:12px 16px;background:{status_bg};border-bottom:1px solid #e5e7eb;">
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<div>
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<span style="font-size:16px;font-weight:700;color:#1f2937;">{reg_name}</span>
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{warnings}
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<p style="font-size:11px;color:#6b7280;margin:2px 0 0 0;">{reg_result["description"]}</p>
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</div>
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<div style="text-align:right;">
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<div style="font-size:24px;font-weight:700;color:{status_color};">{rate}%</div>
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<div style="font-size:11px;color:{status_color};font-weight:500;">{status}</div>
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</div>
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</div>
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<div style="padding:8px 16px;">
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'''
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for check in reg_result["checks"]:
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color, bg = RISK_STYLES[check["severity"]]
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status_icons = {"PASS": "✅", "MISSING": "❌", "NEGATED": "🚫", "AMBIGUOUS": "❓"}
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status_icon = status_icons.get(check["status"], "❓")
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status_text_map = {"PASS": "Found", "MISSING": "Missing", "NEGATED": "Negated", "AMBIGUOUS": "Ambiguous"}
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status_text = status_text_map.get(check["status"], "Unknown")
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keywords = ", ".join(check["matched_keywords"][:3]) if check["matched_keywords"] else "—"
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context_html = ""
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if check.get("context"):
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ctx = check["context"][0][:120].replace("<", "<").replace(">", ">")
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context_html = f'<div style="font-size:10px;color:#6b7280;margin-top:2px;font-style:italic;">"{ctx}"</div>'
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html += f'''
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<div style="display:flex;justify-content:space-between;align-items:flex-start;padding:8px 0;border-bottom:1px solid #f3f4f6;">
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<div style="flex:1;">
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<div style="font-size:12px;font-weight:500;color:#374151;">{check["description"]}</div>
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<div style="font-size:10px;color:#9ca3af;margin-top:2px;">Keywords: {keywords}</div>
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{context_html}
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</div>
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<div style="display:flex;align-items:center;gap:6px;margin-left:8px;">
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<span style="font-size:10px;color:{color};font-weight:600;background:{bg};padding:2px 8px;border-radius:4px;">{check["severity"]}</span>
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<span style="font-size:13px;" title="{status_text}">{status_icon}</span>
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</div>
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</div>
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'''
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html += '</div></div>'
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html += '</div>'
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return html
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file:/app/compliance.py
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