added the remaining categories

utils.py

@@ -12,53 +12,52 @@ ai_audit_analysis_categories = {
         ],
 
     "GDPR": [
-        "Data Handling and Processing", 
-        "Consent and Transparency", 
-        "Data Security", 
-        "Environmental Impact"],
+        "Consent_and_Transparency", 
+        "Data_Security", 
+        "Privacy_Assessment",
+        "Environmental_Impact"],
 
     "Toxicity": [
-        "Content Moderation", 
-        "Reporting Mechanism", 
-        "Content guidelines", 
-        "User Education"],
+        "Content_Moderation", 
+        "Reporting_Mechanism", 
+        "Content_Guidelines", 
+        "User_Education"],
 
     "Legal": [
-        "Privacy Policy", 
-        "Data Retention", 
-        "Consent Mechanism", 
-        "GDPR Compliance"],
+        "Privacy_Policy", 
+        "Data_Retention", 
+        "Consent_Mechanism"],
 
     "Context": [
-        "Ethical AI", 
-        "Bais Mitigation", 
-        "Fairness Assestment", 
+        "Ethical_AI", 
+        "Bais_Mitigation", 
+        "Fairness_Assestment", 
         "Explainability"],
 
     "Governance": [
-        "Model development", 
-        "Data Quality", 
-        "Bais Mitigation", 
-        "Fairness Assestment"
+        "Model_development", 
+        "Data_Quality", 
+        "Bais_Mitigation", 
+        "Fairness_Assestment"
         "Explainability"
-        "User Input"],
+        "User_Input"],
 
     "RiskManagement": [
-     "Corporate Ethics", 
-     "Board Management", 
-     "Stakeholder Engagement", 
-     "Risk Management"],
+     "Corporate_Ethics", 
+     "Board_Management", 
+     "Stakeholder_Engagement"],
     
     "Robustness": [
-        "System Reliability", 
-        "Quality Assurance", "Stress Testing", 
-        "Fail-Safe Procedures"],
+        "System_Reliability", 
+        "Quality_Assurance", 
+        "Stress_Testing", 
+        "Fail_Safe_Procedures"],
 
     "Sustainability": [
-        "Renewable Resources", 
-        "Waste Reduction", 
-        "Energy Efficiency", 
-        "Sustainable Practices"]
+        "Renewable_Resources", 
+        "Waste_Reduction", 
+        "Energy_Efficiency", 
+        "Sustainable_Practices"]
 }
 
 
@@ -128,7 +127,179 @@ JSON_SCHEMAS = {
          "toxicity_level": "string (none, low, medium, high)",
          "toxicity_flags": "array of strings (specific words or phrases contributing to toxicity)",
          "contextual_factors": "array of objects (additional contextual elements influencing toxicity interpretation)"
-     }
+     },
+
+     # GDPR-related schemas
+    "Consent_and_Transparency": {
+        "consent_obtained": "boolean",
+        "transparency_level": "string (low, medium, high)",
+        "missing_information": "array of strings (information not clearly presented or missing)",
+        "user_understanding": "string (poor, average, good)"
+    },
+    "Data_Security": {
+        "security_status": "string (secure, at risk, breached)",
+        "vulnerability_points": "array of strings (specific areas of potential vulnerability)",
+        "data_encryption": "boolean",
+        "compliance_status": "string (compliant, partially compliant, non-compliant)"
+    },
+    "Environmental_Impact": {
+        "carbon_footprint": "number (metric tons of CO2 equivalent)",
+        "energy_efficiency": "string (low, moderate, high)",
+        "sustainable_practices": "boolean",
+        "environmental_impact_score": "number (0-100)"
+    },
+   "Privacy_Assessment": {
+        "overall_privacy_status": "string (positive, negative)" ,
+        "privacy_policy_compliance": "string (compliant, partially compliant, non-compliant)",
+        "data_minimization": "boolean",
+        "user_data_accessibility": "string (none, limited, full)",
+        "anonymization": "boolean"
+    },
+
+    # Toxicity-related schemas
+    "Content_Moderation": {
+        "moderation_effectiveness": "string (low, medium, high)",
+        "moderated_content_types": "array of strings (types of content being moderated)",
+        "automated_moderation": "boolean",
+        "human_moderation": "boolean"
+    },
+    "Reporting_Mechanism": {
+        "reporting_ease": "string (easy, moderate, difficult)",
+        "response_time": "string (fast, average, slow)",
+        "report_feedback": "string (detailed, minimal, none)"
+    },
+    "Content_Guidelines": {
+        "clarity": "string (clear, somewhat clear, unclear)",
+        "comprehensiveness": "string (comprehensive, partial, lacking)",
+        "enforcement_consistency": "string (consistent, inconsistent)"
+    },
+    "User_Education": {
+        "educational_resources_available": "boolean",
+        "resource_accessibility": "string (easy, moderate, difficult)",
+        "user_comprehension_level": "string (high, medium, low)"
+    },
+
+      # Legal-related schemas
+    "Privacy_Policy": {
+        "clarity": "string (clear, somewhat clear, unclear)",
+        "compliance": "string (compliant, partially compliant, non-compliant)",
+        "user_rights": "array of strings (specific rights mentioned in policy)"
+    },
+    "Consent_Mechanism": {
+        "mechanism_clarity": "string (clear, somewhat clear, unclear)",
+        "user_control": "boolean",
+        "opt_in_out": "string (opt-in, opt-out, not applicable)"
+    },
+    "GDPR_Compliance": {
+        "compliance_level": "string (fully compliant, partially compliant, non-compliant)",
+        "data_protection_officer": "boolean",
+        "breach_notification": "boolean"
+    },
+
+    # Context-related schemas
+    "Ethical_AI": {
+        "ethical_standards_adherence": "string (high, medium, low)",
+        "ethical_issues_identified": "array of strings",
+        "mitigation_measures": "array of strings"
+    },
+    "Bias_Mitigation": {
+        "bias_identified": "boolean",
+        "bias_types": "array of strings",
+        "mitigation_strategies": "array of strings"
+    },
+    "Fairness_Assessment": {
+        "fairness_level": "string (high, medium, low)",
+        "affected_groups": "array of strings",
+        "improvement_recommendations": "array of strings"
+    },
+    "Explainability": {
+        "model_transparency": "string (transparent, opaque)",
+        "explanation_comprehensibility": "string (high, medium, low)",
+        "user_friendly_explanations": "boolean"
+    },
+
+    # Governance-related schemas
+    "Model_Development": {
+        "development_process": "string (structured, ad-hoc, undefined)",
+        "team_composition": "array of strings (roles involved)",
+        "ethics_considerations": "boolean"
+    },
+    "Data_Quality": {
+        "accuracy_level": "string (high, medium, low)",
+        "completeness": "string (complete, partial, incomplete)",
+        "timeliness": "string (up-to-date, outdated)"
+    },
+    "User_Input": {
+        "user_feedback_mechanism": "boolean",
+        "feedback_responsiveness": "string (responsive, moderately responsive, unresponsive)",
+        "user_input_impact": "string (high, medium, low)"
+    },
+
+    # Risk Management-related schemas
+    "Corporate_Ethics": {
+        "ethics_code": "string (exists, partial, none)",
+        "employee_training": "boolean",
+        "ethics_violations": "array of strings"
+    },
+    "Board_Management": {
+        "board_structure": "string (effective, average, ineffective)",
+        "board_diversity": "boolean",
+        "board_ethics_compliance": "string (compliant, non-compliant)"
+    },
+    "Stakeholder_Engagement": {
+        "stakeholder_inclusion": "string (inclusive, partially inclusive, exclusive)",
+        "feedback_mechanism": "boolean",
+        "stakeholder_satisfaction": "string (high, medium, low)"
+    },
+    "Risk_Management": {
+        "risk_identification": "boolean",
+        "risk_mitigation_strategies": "array of strings",
+        "risk_monitoring": "boolean"
+    },
+
+    # Robustness-related schemas
+    "System_Reliability": {
+        "uptime_percentage": "number (0-100)",
+        "system_resilience": "string (high, medium, low)",
+        "redundancy_measures": "boolean"
+    },
+    "Quality_Assurance": {
+        "quality_standards": "array of strings",
+        "testing_frequency": "string (frequent, occasional, rare)",
+        "quality_assurance_compliance": "string (compliant, partially compliant, non-compliant)"
+    },
+    "Stress_Testing": {
+        "stress_test_pass_rate": "number (0-100)",
+        "identified_weaknesses": "array of strings",
+        "improvement_actions": "array of strings"
+    },
+    "Fail_Safe_Procedures": {
+        "procedures_defined": "boolean",
+        "execution_frequency": "string (regular, occasional, never)",
+        "effectiveness": "string (effective, partially effective, ineffective)"
+    },
+
+    # Sustainability-related schemas
+    "Renewable_Resources": {
+        "resource_usage": "string (high, moderate, low)",
+        "renewable_resource_percentage": "number (0-100)",
+        "sustainability_goals": "boolean"
+    },
+    "Waste_Reduction": {
+        "waste_management_practices": "string (effective, average, poor)",
+        "reduction_rate": "number (0-100)",
+        "recycling_initiatives": "boolean"
+    },
+    "Energy_Efficiency": {
+        "energy_consumption": "string (high, moderate, low)",
+        "energy_saving_measures": "array of strings",
+        "energy_audit": "boolean"
+    },
+    "Sustainable_Practices": {
+        "practice_adoption": "string (widespread, partial, none)",
+        "sustainability_training": "boolean",
+        "sustainability_impact": "string (high, medium, low)"
+    }
 }