diff --git "a/generation_user_profile/code/data/large_attributes copy.json" "b/generation_user_profile/code/data/large_attributes copy.json"
new file mode 100644--- /dev/null
+++ "b/generation_user_profile/code/data/large_attributes copy.json"
@@ -0,0 +1,4587 @@
+{
+  "Career and Work Identity": {
+    "Achievements": {
+      "Professional Information": {}
+    },
+    "Agency": {
+      "Strengths and Capabilities": {}
+    },
+    "Ambitions": {
+      "personal_goals": {}
+    },
+    "Background": {
+      "careerExperience": {},
+      "technicalSkills": {}
+    },
+    "Benefits": {
+      "Preferences": {}
+    },
+    "Blogging": {
+      "Interest in Monetization": {}
+    },
+    "Business": {
+      "Career Stage": {},
+      "Experience": {},
+      "Experience Level": {},
+      "Industry Knowledge": {},
+      "Negotiation Skills": {},
+      "Personal Goals": {},
+      "Personal Motivation": {},
+      "Professional Ownership": {},
+      "Relationship Building": {},
+      "Relationship Skills": {},
+      "Role": {}
+    },
+    "BusinessApproach": {
+      "sales_strategy": {}
+    },
+    "BusinessFocus": {
+      "B2B": {}
+    },
+    "BusinessGoals": {
+      "user_personalization": {}
+    },
+    "BusinessOwnership": {
+      "status": {}
+    },
+    "BusinessRole": {
+      "company_role": {},
+      "professional_role": {}
+    },
+    "BusinessSector": {
+      "industry_type": {}
+    },
+    "BusinessStage": {
+      "CurrentAttributes": {}
+    },
+    "BusinessTasks": {
+      "entrepreneurial": {}
+    },
+    "BusinessType": {
+      "industry": {}
+    },
+    "Capabilities": {
+      "innovation": {}
+    },
+    "Career": {
+      "personal_attributes": {}
+    },
+    "CareerAspirations": {
+      "Personal Goals": {},
+      "Professional Role": {}
+    },
+    "CareerGoals": {
+      "Career Development": {},
+      "Focus Area": {},
+      "Future Goals": {},
+      "Future Planning": {},
+      "Immediate Plans": {},
+      "Professional Role": {}
+    },
+    "CareerPath": {
+      "Business Characteristics": {}
+    },
+    "CareerStatus": {
+      "Current Position": {}
+    },
+    "Certifications": {
+      "Role": {},
+      "Specialized_Technology": {},
+      "Technology": {}
+    },
+    "Challenges": {
+      "Challenges": {},
+      "TimeManagement": {}
+    },
+    "ClientRelations": {
+      "Satisfaction": {}
+    },
+    "Collaboration": {
+      "skills": {}
+    },
+    "CommunicationStyle": {
+      "Communication Preferences": {},
+      "User Preferences": {}
+    },
+    "Company": {
+      "Category": {
+        "Startup": {}
+      },
+      "Preference": {
+        "TeamSize": {}
+      },
+      "Qualification": {}
+    },
+    "CompanyCulture": {
+      "UserAttributes": {}
+    },
+    "CompanySize": {
+      "Preference": {}
+    },
+    "Compensation": {
+      "Preference": {}
+    },
+    "CompetitiveMindset": {
+      "Analytical Skills": {}
+    },
+    "Competitors": {
+      "Awareness": {}
+    },
+    "Contributions": {
+      "BusinessAttributes": {}
+    },
+    "Creative": {
+      "industry_experience": {}
+    },
+    "Current": {
+      "role": {}
+    },
+    "CurrentField": {
+      "researchArea": {}
+    },
+    "CurrentFocus": {
+      "Technology": {}
+    },
+    "CurrentProjects": {
+      "sustainability_focus": {}
+    },
+    "CurrentRole": {
+      "context": {},
+      "role": {}
+    },
+    "CurrentSkillset": {
+      "Technology Expertise": {}
+    },
+    "Design": {
+      "expertiseLevel": {}
+    },
+    "DesiredOutcome": {},
+    "DesiredSkills": {},
+    "DevOps": {
+      "experience_level": {}
+    },
+    "DevelopmentTraits": {
+      "Environment Preferences": {}
+    },
+    "Discipline": {
+      "psychology": {}
+    },
+    "Duration": {
+      "Years in Career": {}
+    },
+    "Education": {
+      "Disliked Subjects": {}
+    },
+    "Employee": {
+      "Job Role": {}
+    },
+    "Employer": {
+      "Industry Background": {}
+    },
+    "Employment": {
+      "Details": {},
+      "Goals": {},
+      "Hours": {},
+      "Industry": {},
+      "Status": {},
+      "Type": {}
+    },
+    "EmploymentHistory": {
+      "PreviousStartupExperience": {}
+    },
+    "EmploymentPreferences": {
+      "Type": {}
+    },
+    "EmploymentSector": {
+      "Retail": {}
+    },
+    "EmploymentStatus": {
+      "CurrentStatus": {},
+      "ProfessionalBackground": {}
+    },
+    "EmploymentType": {
+      "Contractual": {}
+    },
+    "EngineeringExperience": {},
+    "EntrepreneurialExperience": {
+      "Experience Level": {},
+      "Skills": {},
+      "User Intent": {}
+    },
+    "Experience": {
+      "ExperienceDuration": {},
+      "ExperienceLevel": {},
+      "Industry": {},
+      "ProfessionalExperience": {},
+      "ProfessionalRoles": {},
+      "ProfessionalSkills": {}
+    },
+    "ExperienceLevel": {
+      "Professional Engagement": {},
+      "Professional Experience": {},
+      "Technical Expertise": {}
+    },
+    "Expertise": {
+      "AnalyticalSkills": {},
+      "BusinessManagement": {},
+      "MarketingManagement": {},
+      "management": {},
+      "technical": {}
+    },
+    "Field": {
+      "Personal Growth": {},
+      "Professional Background": {},
+      "STEM Fields": {}
+    },
+    "FieldExperience": {
+      "Years": {}
+    },
+    "FieldOfStudy": {},
+    "FinancialExpertise": {
+      "Fintech Experience": {}
+    },
+    "FocusArea": {
+      "productService": {},
+      "serviceQuality": {},
+      "timeManagement": {}
+    },
+    "FounderStatus": {
+      "levelOfInvolvement": {}
+    },
+    "FutureCareer": {
+      "goals": {}
+    },
+    "FuturePlans": {
+      "goals": {}
+    },
+    "Goals": {
+      "Career Goals": {},
+      "Future Goals": {},
+      "Future Opportunities": {},
+      "Long Term Goals": {},
+      "Professional Objectives": {},
+      "Short Term Goals": {},
+      "Skill Development": {}
+    },
+    "GrowthOpportunities": {
+      "interests": {}
+    },
+    "HiringExpertise": {
+      "UnderstandingOfProcess": {}
+    },
+    "HumanResources": {
+      "team_building": {}
+    },
+    "Identity": {
+      "Role": {}
+    },
+    "Income": {
+      "Salary Range": {}
+    },
+    "Industry": {
+      "Business": {},
+      "Category": {},
+      "Current": {},
+      "Education": {},
+      "Entertainment": {},
+      "Experience": {},
+      "Expertise": {},
+      "Focus": {},
+      "FoodAndBeverage": {},
+      "Healthcare": {},
+      "Hospitality": {},
+      "Interests": {},
+      "Marketing": {},
+      "NonProfit": {},
+      "RealEstate": {},
+      "Retail": {},
+      "Services": {},
+      "Technology": {},
+      "Travel": {}
+    },
+    "IndustryExperience": {
+      "Lifestyle": {},
+      "Technology": {}
+    },
+    "IndustryInvolvement": {
+      "panels_and_meetups": {}
+    },
+    "IndustryKnowledge": {
+      "Healthcare Terminology": {}
+    },
+    "IndustryRole": {
+      "Experience Level": {}
+    },
+    "IndustrySector": {
+      "Industry": {}
+    },
+    "IndustryType": {},
+    "Intent": {
+      "Purpose": {}
+    },
+    "Interests": {
+      "professional": {},
+      "professional_interests": {}
+    },
+    "InterpersonalSkills": {
+      "Collaboration Proficiency": {}
+    },
+    "InvestmentStrategies": {
+      "risk_tolerance": {}
+    },
+    "Involvement": {
+      "Level": {}
+    },
+    "Job": {
+      "Role": {}
+    },
+    "JobAspirations": {
+      "industry_high-tech": {}
+    },
+    "JobDescriptions": {
+      "characteristics": {}
+    },
+    "JobExperience": {
+      "years": {}
+    },
+    "JobField": {
+      "industry": {}
+    },
+    "JobFunction": {
+      "Technical Support": {},
+      "User Role": {},
+      "User Type": {}
+    },
+    "JobHistory": {
+      "personal_characteristics": {}
+    },
+    "JobInterests": {
+      "industries": {}
+    },
+    "JobRole": {
+      "description": {},
+      "experience_level": {},
+      "industry": {},
+      "role_type": {},
+      "technicalExpertise": {}
+    },
+    "JobSatisfaction": {
+      "Equity Perception": {}
+    },
+    "JobSearchNeeds": {
+      "industry": {}
+    },
+    "JobTitle": {
+      "responsibility_level": {}
+    },
+    "JobType": {
+      "job_characteristics": {}
+    },
+    "KnowledgeArea": {
+      "Standards Proficiency": {}
+    },
+    "Language": {
+      "industry_specific": {}
+    },
+    "Leadership": {
+      "user_characteristics": {}
+    },
+    "LegalExpertise": {
+      "Knowledge Level": {}
+    },
+    "MarketExpertise": {
+      "Strategy Skills": {}
+    },
+    "MarketingExperience": {
+      "level": {}
+    },
+    "Mentoring": {
+      "guidance_skills": {}
+    },
+    "Military": {
+      "militaryServiceStatus": {},
+      "personalBackground": {}
+    },
+    "Motivations": {
+      "career_development": {},
+      "career_transition": {}
+    },
+    "Niche": {
+      "Specification": {}
+    },
+    "Objectives": {
+      "term_duration": {}
+    },
+    "Occupation": {
+      "Experience": {},
+      "Field": {},
+      "Field of Expertise": {},
+      "Role": {},
+      "Status": {},
+      "Type": {}
+    },
+    "OfficeEnvironment": {
+      "group_dynamics": {}
+    },
+    "Organization": {
+      "Industry": {},
+      "Organization": {},
+      "Skills": {}
+    },
+    "OrganizationalRole": {},
+    "PainPoints": {
+      "keeping_up_with_ai": {}
+    },
+    "Passion": {
+      "areas": {}
+    },
+    "Personal": {
+      "Values": {}
+    },
+    "PersonalAspirations": {
+      "Visual Design": {}
+    },
+    "PersonalGoals": {
+      "Objectives": {}
+    },
+    "PersonalUSP": {
+      "Skills and Strengths": {}
+    },
+    "Position": {
+      "Domain": {},
+      "Position": {}
+    },
+    "PositionGoal": {
+      "Salesforce Administrator": {}
+    },
+    "PositionLevel": {
+      "mid_level": {}
+    },
+    "Preferences": {
+      "Work Environment": {}
+    },
+    "Previous": {
+      "experience": {}
+    },
+    "PreviousEmployers": {
+      "industry_sector": {}
+    },
+    "PreviousExperience": {
+      "Business Characteristics": {},
+      "Organization Attributes": {},
+      "Technology Initiatives": {}
+    },
+    "PreviousJobRoles": {
+      "anesthesiologist_tech": {}
+    },
+    "PreviousOccupation": {
+      "Military Service": {}
+    },
+    "Profession": {
+      "background": {},
+      "current_role": {},
+      "experience": {},
+      "field": {},
+      "industry": {},
+      "interest": {},
+      "levelOfExpertise": {},
+      "personal_goals": {},
+      "previous_role": {},
+      "role": {},
+      "specialization": {},
+      "status": {},
+      "type": {}
+    },
+    "Professional": {
+      "Achievements": {},
+      "Background": {},
+      "Experience": {},
+      "Field": {},
+      "Goals": {},
+      "Interests": {},
+      "Role": {},
+      "Skills": {},
+      "Status": {}
+    },
+    "ProfessionalAgency": {
+      "Dynamic Traits": {}
+    },
+    "ProfessionalAspirations": {
+      "Long Term Objectives": {}
+    },
+    "ProfessionalBackground": {
+      "IndustryDomain": {},
+      "ProfessionalExperience": {},
+      "Role": {},
+      "TechnicalSkill": {}
+    },
+    "ProfessionalConduct": {
+      "Adherence to Guidelines": {}
+    },
+    "ProfessionalContext": {
+      "Industry": {}
+    },
+    "ProfessionalDevelopment": {
+      "Needs": {},
+      "Strategic Goals": {},
+      "Training Utilization": {}
+    },
+    "ProfessionalDynamics": {
+      "team_dynamics": {}
+    },
+    "ProfessionalExperience": {
+      "Company Attributes": {},
+      "Consulting Experience": {},
+      "Expertise": {},
+      "Industry Experience": {},
+      "Industry Focus": {},
+      "Industry Transition": {},
+      "Leadership Experience": {},
+      "Negotiation Skills": {},
+      "Project Experience": {},
+      "Role Level": {},
+      "Role Scope": {},
+      "Startup Experience": {},
+      "Technical Expertise": {},
+      "Years in Role": {},
+      "Years of Experience": {}
+    },
+    "ProfessionalExpertise": {
+      "Industry Expertise": {},
+      "Technical Expertise": {}
+    },
+    "ProfessionalField": {
+      "Healthcare Data Management": {}
+    },
+    "ProfessionalFocus": {
+      "Business Strategy": {},
+      "User Needs": {}
+    },
+    "ProfessionalGoals": {
+      "Business Growth": {},
+      "Career Vision": {},
+      "Goals": {},
+      "Professional Focus": {}
+    },
+    "ProfessionalGrowth": {
+      "Personal Attributes": {}
+    },
+    "ProfessionalHierarchy": {
+      "position_level": {}
+    },
+    "ProfessionalIdentity": {
+      "Personal Style": {}
+    },
+    "ProfessionalInterests": {
+      "Resource Management": {},
+      "Strategic Planning": {},
+      "Technical Interest": {},
+      "User Contributions": {},
+      "User Requirements": {}
+    },
+    "ProfessionalJourney": {
+      "Development Stage": {}
+    },
+    "ProfessionalLevel": {
+      "JobRole": {}
+    },
+    "ProfessionalNeeds": {
+      "webDesign": {}
+    },
+    "ProfessionalNetwork": {
+      "reach": {}
+    },
+    "ProfessionalPathway": {
+      "IndustryType": {}
+    },
+    "ProfessionalQualities": {
+      "description": {}
+    },
+    "ProfessionalRecognition": {
+      "achievements": {}
+    },
+    "ProfessionalRelationships": {
+      "With Executives": {}
+    },
+    "ProfessionalRole": {
+      "General": {},
+      "Industry": {},
+      "Level": {},
+      "Occupation": {}
+    },
+    "ProfessionalRoles": {
+      "career_development": {},
+      "job_position": {}
+    },
+    "ProfessionalScope": {
+      "Geographical Reach": {}
+    },
+    "ProfessionalSector": {
+      "Industry": {}
+    },
+    "ProfessionalSkills": {
+      "Anesthesiology Expertise": {},
+      "Audio Engineering": {},
+      "Client Interaction": {},
+      "Communication Skills": {},
+      "Competitive Focus": {},
+      "Customer Management": {},
+      "Data Management": {},
+      "Domain Design Expertise": {},
+      "General Skills": {},
+      "Marketing Management": {},
+      "Marketing Strategy": {},
+      "Programming": {},
+      "Project Management": {},
+      "Staffing Management": {},
+      "Translation": {}
+    },
+    "ProfessionalStatus": {
+      "employment_status": {}
+    },
+    "ProfessionalStrengths": {
+      "Security Conscious": {}
+    },
+    "ProfessionalSuccess": {
+      "High Income": {}
+    },
+    "ProfessionalTraits": {
+      "ServiceOriented": {}
+    },
+    "Project": {
+      "User Characteristics": {}
+    },
+    "ProjectExperience": {
+      "Lifecycle Management": {}
+    },
+    "ProjectType": {
+      "Preference": {}
+    },
+    "ResearchBackground": {
+      "fieldOfStudy": {}
+    },
+    "ResearchInterests": {
+      "Specializations": {}
+    },
+    "ResourceManagement": {},
+    "Responsibilities": {
+      "GeneralResponsibilities": {},
+      "TechnologyManagement": {}
+    },
+    "Role": {
+      "Caregiving Role": {},
+      "Educational Role": {},
+      "Entrepreneurial Role": {},
+      "Experience": {},
+      "Experience Level": {},
+      "Expertise": {},
+      "Expertise Level": {},
+      "Financial Role": {},
+      "Guidance Role": {},
+      "Leadership Role": {},
+      "Managerial Role": {},
+      "Organizational Unit": {},
+      "Professional Attributes": {},
+      "Responsibilities": {},
+      "Status": {},
+      "Technical Competency": {},
+      "Technical Role": {},
+      "communication_style": {}
+    },
+    "RoleExperience": {
+      "ScrumMaster": {}
+    },
+    "RoleIdentity": {
+      "Co-Founder": {}
+    },
+    "Roles": {
+      "diversity": {}
+    },
+    "Satisfaction": {
+      "currentJob": {}
+    },
+    "Scheduling": {
+      "preferences": {}
+    },
+    "SelfPerception": {
+      "Success Definition": {}
+    },
+    "Seniority": {
+      "Level": {}
+    },
+    "SkillLevel": {
+      "programmingExperience": {}
+    },
+    "Skills": {
+      "Analytical Skills": {},
+      "Business Skills": {},
+      "Communication Skills": {},
+      "Creative Skills": {},
+      "General Skills": {},
+      "Management Skills": {},
+      "Professional Skills": {},
+      "Technical Skills": {}
+    },
+    "Skillset": {
+      "Professional Skills": {}
+    },
+    "SocialMediaRole": {
+      "influencer": {}
+    },
+    "SocioeconomicStatus": {
+      "Professional Background": {}
+    },
+    "Specialization": {
+      "Professional Field": {},
+      "Technical Expertise": {},
+      "Technical Skills": {}
+    },
+    "Stage": {
+      "Career Initiation": {}
+    },
+    "StartupExperience": {
+      "years": {}
+    },
+    "Storytelling": {
+      "experience": {}
+    },
+    "Strategy": {
+      "Preference": {}
+    },
+    "Strengths": {
+      "Creativity": {},
+      "PersonalSkills": {}
+    },
+    "Student": {
+      "status": {}
+    },
+    "SupplyChainManagement": {
+      "Experience": {}
+    },
+    "TaskManagement": {
+      "skills": {}
+    },
+    "TeachingExperience": {
+      "HumanBiology": {}
+    },
+    "Team": {
+      "user_characteristics": {}
+    },
+    "TeamDynamics": {
+      "Team Dynamics": {},
+      "Work Relationships": {}
+    },
+    "TeamManagement": {
+      "skills": {}
+    },
+    "Teamwork": {
+      "Interaction Needs": {}
+    },
+    "TechEntrepreneurship": {
+      "Interests": {}
+    },
+    "Technical": {
+      "experience_level": {}
+    },
+    "TechnicalExpertise": {
+      "TechnicalFamiliarity": {}
+    },
+    "TechnologicalField": {
+      "specialization": {}
+    },
+    "TechnologicalSkills": {
+      "CloudDatabases": {}
+    },
+    "Technology": {
+      "Experience": {},
+      "Preferences": {},
+      "Skills": {},
+      "Technical Skills": {}
+    },
+    "TechnologyBackground": {},
+    "TechnologyExpertise": {
+      "DotNetCore Skills": {}
+    },
+    "TechnologyFamiliarity": {
+      "network_troubleshooting": {}
+    },
+    "TechnologyProficiency": {
+      "GCP": {}
+    },
+    "TechnologySkill": {
+      "Preference for Cloud Services": {}
+    },
+    "TechnologySkills": {
+      "Infrastructure Management": {}
+    },
+    "TechnologyUsage": {
+      "experience_level": {}
+    },
+    "TimeManagement": {
+      "skills": {}
+    },
+    "TrackRecord": {
+      "successful_placements": {}
+    },
+    "Trading": {
+      "specialization": {}
+    },
+    "TrainingExperience": {
+      "years": {}
+    },
+    "User": {
+      "professional_background_and_experience": {},
+      "role": {}
+    },
+    "UserExperience": {
+      "retail_experience": {}
+    },
+    "UserRole": {
+      "business_manager": {},
+      "project_manager": {}
+    },
+    "Value": {
+      "Perceived Necessity to Company": {}
+    },
+    "VeteranStatus": {
+      "honorably_discharged": {}
+    },
+    "Work": {
+      "Environment": {},
+      "Personal Characteristics": {}
+    },
+    "WorkCharacteristics": {
+      "Exertion Level": {}
+    },
+    "WorkContext": {
+      "EnvironmentType": {}
+    },
+    "WorkEnvironment": {
+      "General Type": {},
+      "Interpersonal Dynamics": {},
+      "Pressure and Stress": {},
+      "Professional Context": {},
+      "User Preferences": {},
+      "Work Environment": {}
+    },
+    "WorkEthic": {
+      "Dedication": {}
+    },
+    "WorkExperience": {
+      "Experience": {},
+      "Expertise": {}
+    },
+    "WorkGoals": {
+      "Goals": {},
+      "Leadership": {}
+    },
+    "WorkHabits": {
+      "Contribution Evaluation": {}
+    },
+    "WorkIdentity": {
+      "CreativeSkills": {},
+      "IndustryExperience": {}
+    },
+    "WorkPerformance": {
+      "Personal Attributes": {}
+    },
+    "WorkPreferences": {
+      "Adaptability": {},
+      "Compliance": {},
+      "Team Dynamics": {}
+    },
+    "WorkStyle": {
+      "Preference": {}
+    },
+    "Workplace": {
+      "Environment": {}
+    },
+    "WorkplaceEnvironment": {}
+  },
+  "Core Values and Beliefs": {
+    "Goals": {
+      "Priorities": {}
+    },
+    "Identity": {
+      "CulturalAffiliation": {}
+    },
+    "Personal Philosophy": {
+      "Opinions": {},
+      "Preferences": {}
+    },
+    "Wellness": {
+      "Health Prioritization": {}
+    }
+  },
+  "Core Values and Philosophy": {
+    "Beliefs": {
+      "Outcome-Oriented": {}
+    }
+  },
+  "Core Values, Beliefs, Philosophy": {
+    "Worldview": {
+      "Nationalistic Views": {}
+    }
+  },
+  "Core Values, Beliefs, and Philosophy": {
+    "AestheticValues": {
+      "user_attributes": {}
+    },
+    "Attitudes": {
+      "StigmaAwareness": {},
+      "SubstanceRelatedBehavior": {}
+    },
+    "Beliefs": {
+      "Belief Systems": {},
+      "Personal Attributes": {},
+      "Philosophy": {},
+      "Social Values": {}
+    },
+    "CommunicationStyle": {
+      "Communication Style": {},
+      "Presentation Style": {}
+    },
+    "CommunityAlignment": {
+      "Contributions": {},
+      "Engagement": {},
+      "Influence": {},
+      "Principles": {}
+    },
+    "CommunityEngagement": {
+      "AdvocateForMoreCommunication": {}
+    },
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+}
\ No newline at end of file