RePORTaLiN
0.8.6

👥 User Guide

  • Introduction
    • Overview
    • Purpose
    • Key Benefits
    • Use Cases
    • System Requirements
    • Design Philosophy
    • Next Steps
  • Installation
    • Prerequisites
      • Checking Python Version
    • Installation Steps
      • Step 1: Clone the Repository
      • Step 2: Create a Virtual Environment (Recommended)
      • Step 3: Install Dependencies
    • Verifying Installation
    • Directory Structure
    • Troubleshooting Installation
      • Problem: “pip: command not found”
      • Problem: “Permission denied” errors
      • Problem: Import errors after installation
      • Problem: “Package ‘cryptography’ not found”
      • Problem: Excel file reading errors
      • Problem: Incompatible Python version
    • Upgrading
    • Setting Up Your Data
    • Next Steps
  • Quick Start
    • What Does RePORTaLiN Do?
    • Prerequisites
      • Verify Configuration (Optional)
    • Expected Output
    • Understanding the Output
    • Viewing the Results
    • Command-Line Options
      • Skip Specific Steps
      • View Help
    • Using Make Commands
    • Working with Different Datasets
    • Checking the Logs
    • Common First-Run Issues
    • Step-by-Step Execution
    • Advanced Usage: De-identification
    • Troubleshooting
    • Common Use Cases
    • Next Steps
  • Configuration
    • Configuration File
      • What’s New in 0.8.6
    • Dynamic Dataset Detection
    • Configuration Variables
      • Project Root
      • Data Directories
      • Dataset Paths
      • Output Directories
      • Data Dictionary
      • Logging Settings
      • De-identification Settings
    • Helper Tools
      • ensure_directories()
      • validate_config()
      • normalize_dataset_name()
    • Customizing Configuration
      • Example 1: Change Log Level
      • Example 2: Custom Data Location
      • Example 3: Different Dictionary File
    • Environment Variables
    • Configuration Best Practices
    • Accessing Configuration
      • In Your Code
      • From Command Line
    • Directory Structure
    • Troubleshooting Configuration
      • Problem: “Dataset not found”
      • Problem: “Permission denied”
      • Problem: “Config file not found”
    • See Also
  • Usage Guide
    • Basic Usage
      • Run Complete Pipeline
      • Skip Specific Steps
      • Detailed Logging Mode
    • Working with Multiple Datasets
      • Scenario 1: Sequential Processing
      • Scenario 2: Parallel Processing
    • De-identification Workflows
      • Running De-identification
      • Country-Specific De-identification
      • De-identification Output Structure
      • Standalone De-identification
      • Working with De-identified Data
    • Understanding Progress Output
      • Progress Bars and Status Messages
    • Verbose Logging Details
      • Understanding Verbose Output
    • See Also
  • De-identification
    • Overview
      • What’s New in 0.8.6
    • How It Works
    • Getting Started
      • Basic Usage
      • What Gets Protected
      • Basic Usage
      • Batch Processing
      • Command Line Interface
      • Pipeline Integration
    • Supported PHI/PII Types
      • Names
      • Medical Identifiers
      • Government Identifiers
      • Contact Information
      • Geographic Information
      • Temporal Information
      • Technical Identifiers
      • Custom Identifiers
    • Pseudonym Formats
    • Configuration
      • Directory Structure Processing
      • DeidentificationConfig
      • Custom PHI Patterns
    • Advanced Features
      • Date Shifting
        • Understanding Date Format Handling
      • Encrypted Mapping Storage
      • Record De-identification
      • Validation
    • Security
      • Encryption
      • Cryptographic Pseudonyms
      • Best Practices
      • HIPAA Compliance
    • Performance
      • Benchmarks
      • Optimization Tips
    • Examples
    • Testing
      • Expected Output
      • Verification
    • Troubleshooting
      • Common Issues
    • Technical Reference
      • Key Classes
      • Key Functions
    • Migration Guide
    • See Also
  • Country-Specific Privacy Rules
    • Overview
    • Supported Countries
      • North America
        • United States (US)
        • Canada (CA)
      • Europe
        • European Union (EU)
        • United Kingdom (GB)
      • Asia-Pacific
        • India (IN)
        • Indonesia (ID)
        • Philippines (PH)
        • Australia (AU)
      • Latin America
        • Brazil (BR)
      • Africa
        • South Africa (ZA)
        • Kenya (KE)
        • Nigeria (NG)
        • Ghana (GH)
        • Uganda (UG)
    • Common Data Fields
      • Personal Information
      • Contact Information
      • Demographic Information
    • Usage Examples
      • Command-Line Interface
        • Single Country
        • Multiple Countries
        • All Countries
        • List Supported Countries
      • Python API
        • Basic Usage
        • Multiple Countries
        • Working with Country Regulations
      • Integration with Main Pipeline
    • Configuration Options
      • DeidentificationConfig Parameters
    • Best Practices
    • Legal Compliance Notes
      • Cross-Border Data Transfers
      • Retention and Deletion
      • Breach Notification
      • Date Format Conventions
    • Additional Resources
      • Official Regulatory Bodies
      • Documentation
      • Technical Reference
    • See Also
  • Troubleshooting
    • Installation Issues
      • Missing Package Errors
      • Python Version Issues
      • Permission Errors
    • Data Processing Issues
      • Debugging with Verbose Logging
      • No Excel Files Found
      • Empty Output Files
      • Memory Errors
      • Date/Time Conversion Issues
    • Logging Issues
      • No Log Files Created
      • Log Files Too Large
      • Console Output Issues
    • Configuration Issues
      • Quick Configuration Check
      • Dataset Not Auto-Detected
      • Wrong Output Directory
      • Path Issues
    • Performance Issues
      • Slow Processing
      • Progress Bar Not Showing
    • Data Quality Issues
      • Duplicate Column Names
      • Missing Data/NaN Values
      • Incorrect Data Types
    • Advanced Troubleshooting
      • Enable Debug Logging
      • Inspect Intermediate Results
      • Test Single File
      • Verify Dependencies
    • Getting Help
    • Common Error Messages
      • TypeError: Object of type 'Timestamp' is not JSON serializable
      • UnicodeDecodeError
      • PermissionError: [Errno 13] Permission denied
    • See Also

🔧 Developer Guide

  • Architecture
    • System Overview
    • Architecture Diagram
    • Core Components
      • 1. main.py - Pipeline Orchestrator
      • 2. config.py - Configuration Management
      • 3. scripts/extract_data.py - Data Extraction
      • 4. scripts/load_dictionary.py - Dictionary Processing
      • 5. scripts/utils/logging.py - Logging System
      • 6. scripts/deidentify.py - De-identification Engine
      • 7. scripts/utils/country_regulations.py - Country-Specific Regulations
    • Data Flow
    • Data Flow Architecture
    • Design Decisions
      • 1. JSONL Format
      • 2. Automatic Table Detection
      • 3. Dynamic Dataset Detection
      • 4. Progress Tracking
      • 5. Centralized Configuration
    • Algorithms and Data Structures
      • Dependencies and Their Roles
  • Project Vision: RAG Transformation
    • Executive Summary
      • RePORTaLiN’s Long-term Vision
      • What is the RAG Vision?
      • Target Users
    • Strategic Roadmap
      • Phase 1: Foundation & Vector Search (Months 1-3)
      • Phase 2: Intelligence & Context (Months 4-6)
      • Phase 3: User Interface & Monitoring (Months 7-9)
      • Phase 4: Advanced Features & Scale (Months 10-12)
    • Technical Architecture Vision
      • High-Level System Architecture
      • Key Technology Stack
      • Data Types and Processing
    • Security and Privacy Architecture
      • PHI Protection Strategy
      • Regulatory Compliance
    • Implementation Priorities
      • Priority Tier 1: Core RAG Functionality
      • Priority Tier 2: User Experience
      • Priority Tier 3: Scale & Production
    • Success Metrics and KPIs
      • Phase 1 Metrics (Foundation)
      • Phase 2 Metrics (Intelligence)
      • Phase 3 Metrics (Production)
    • Risk Assessment and Mitigation
      • Technical Risks
      • Operational Risks
    • Appendix: Related Documents
      • Current Documentation
      • Future Documentation (To Be Created)
    • Next Steps
      • Immediate Actions (Next 30 Days)
      • Team Discussion Points
    • Contact and Feedback
  • Contributing
    • Getting Started
    • Version Management
      • How Version Bumping Works
      • Version Import Pattern
    • Development Workflow
      • Making Changes
      • Commit Guidelines
    • Coding Standards
      • Python Style
      • Documentation
      • Building Documentation
      • Code Organization
      • Error Handling
      • Public API Definition
      • Return Type Annotations
  • Extending RePORTaLiN
    • Working with Data Dictionary Module
      • Using the Public API
    • Working with Data Extraction Module
      • Using the Public API
    • Working with Configuration Module
      • Using Configuration Utilities
    • Adding New Output Formats
      • Example: Adding CSV Export
    • Adding Data Transformations
      • Example: Adding Data Validation
    • Adding Custom Logging
      • Understanding the Logging Module
      • Best Practices for Extensions
      • Example: Adding Email Notifications
    • Adding Database Support
      • Example: PostgreSQL Output
    • Adding Parallel Processing
      • Example: Process Files in Parallel
    • Adding Custom Table Detection
      • Example: Custom Split Logic
    • Adding Plugin System
      • Example: Plugin Architecture
    • Configuration File Support
      • Example: YAML Configuration
    • Adding New Country Regulations
      • Example: Adding a New Country
      • Field Types and Privacy Levels
      • Regex Pattern Guidelines
      • Testing Your Country Regulation
      • Common Pitfalls
      • Regulatory Compliance Considerations
    • Best Practices for Extensions
    • See Also
  • Sphinx Auto-Documentation Guide
    • Current Automation Status
      • ✅ What’s Already Automated
      • ❌ What’s Still Manual
    • How It Works
      • The Autodoc Pipeline
    • Current Setup
      • Sphinx Extensions Enabled
      • Auto-Documentation Files
    • Enhancing Automation
      • 🚀 Level 1: Watch Mode (AVAILABLE NOW)
      • 🚀 Level 2: Git Hook Integration (RECOMMENDED)
      • 🚀 Level 3: CI/CD Auto-Deploy (PRODUCTION)
      • 🚀 Level 4: Docstring Quality Checks (AUTOMATION)
      • 🚀 Level 5: Auto-Generate Changelog (ADVANCED)
    • Best Practices for Auto-Documentation
      • Write Good Docstrings
      • Use Type Hints Everywhere
      • Add Module-Level Documentation
      • Use Explicit __all__ Exports
    • Current Workflow
      • Immediate Auto-Documentation
      • Recommended Workflow
    • Implementation Checklist
      • Quick Wins (Do Now)
      • Medium Term
      • Long Term
    • Summary
    • Related Documentation
    • External Resources
  • Code Integrity Audit
    • Executive Summary
    • Audit Scope
    • Code Completeness
    • Documentation Accuracy
    • Export/Import Integrity
    • Code Quality
    • Data Integrity
    • Type Hint Coverage
    • Issues Found and Fixed
    • Systematic Code Review (October 2025)
      • Overview
      • Files Reviewed with Issues Fixed
      • Files Reviewed with Zero Issues
      • Optional Cosmetic Improvements Identified
      • Validation Methodology
      • Summary Statistics
  • Production Readiness Assessment
    • Assessment for Version 0.8.6
    • Executive Summary
    • Code Quality Metrics
    • Module-by-Module Review
      • 1. main.py - Pipeline Orchestrator
      • 2. config.py - Configuration Management
      • 3. scripts/extract_data.py - Data Extraction
      • 4. scripts/load_dictionary.py - Dictionary Processing
      • 5. scripts/deidentify.py - PHI/PII De-identification
      • 6. scripts/utils/logging.py - Centralized Logging
      • 7. scripts/__init__.py & scripts/utils/__init__.py
    • Security Assessment
      • Encryption and Cryptography
      • Input Validation
      • Path Safety
      • Error Handling
      • Dependencies
    • Logical Flow Analysis
      • Pipeline Architecture
      • Data Flow
      • Configuration Flow
      • Error Handling Flow
    • Code Coherence
      • Module Organization
      • Naming Conventions
      • Docstring Coverage
      • Type Hints
      • Import Organization
    • Documentation Review
      • Sphinx Documentation
      • Inline Documentation
      • README.md
    • Testing & Validation
      • Import Testing
      • Syntax Validation
      • Default Configuration
      • Cleanup Verification
      • Makefile Functionality
    • Known Limitations
      • Minor Observations
    • Recommendations
      • Immediate (Optional)
      • Short-term (Future Versions)
      • Long-term (Roadmap)
    • Conclusion
    • Appendix: Testing Summary
      • Module Import Tests
      • Syntax Validation
      • Security Scan
      • Code Standards
      • File Inventory
    • Review Checklist
      • Core Functionality
      • Code Quality
      • Security
      • Version Control & Data Tracking
      • Documentation
      • Configuration
      • Testing
      • Deployment
      • Maintenance
    • Verification Tests Performed
      • Import Verification
      • Syntax Validation
      • Security Scans
      • Configuration Validation
      • CLI Verification
    • Final Recommendations
      • Immediate (Before Production Deployment)
      • Short-term (Next 1-3 months)
      • Long-term (Next 3-6 months)
  • GitHub Pages Automatic Deployment
    • Overview
    • Architecture
      • Deployment Flow
      • Build & Deploy Jobs
    • Configuration Files
      • .github/workflows/deploy-docs.yml
      • .nojekyll
      • requirements.txt
    • Setup Instructions
      • One-Time Setup
      • Local Testing
    • Performance
      • Build Times
      • Bandwidth & Quota
    • Troubleshooting
      • Workflow Shows Red (Failed)
      • Documentation Not Updating
      • Build Succeeds But Docs Don’t Appear
    • Manual Deployment
      • Trigger Build Manually
      • Redeploy Old Version
      • Disable Auto-Deploy
      • Custom Domain (Advanced)
    • Monitoring & Maintenance
      • View Build Artifacts
      • Check GitHub Actions Quota
      • Update Documentation
      • Modify Workflow
    • Best Practices
      • ✅ DO
      • ❌ DON’T
    • Verification Checklist
      • Setup Verification
      • Deployment Verification
    • Related Documentation
    • See Also
  • Documentation Style Guide
    • Core Documentation Principles
    • Overview
    • File Format Standards
      • ReStructuredText (.rst) Required
      • README.md Exception
    • Audience-Specific Headers
      • User Guide Header
      • Developer Guide Header
    • Language and Tone
      • User Documentation
      • Developer Documentation
    • Formatting Standards
      • Section Headers
      • Code Blocks
      • Lists
      • Admonitions
      • Cross-References
    • Version Information
      • Version Directives
      • Last Updated Dates
    • Maintenance Standards
      • When to Update Documentation
      • Review Checklist
    • Automated Compliance
      • Style Checker Script
      • Git Pre-Commit Hook
    • Common Patterns
      • Installation Instructions
      • Configuration Examples
      • Troubleshooting
      • API Documentation
    • Documentation Policy & Enforcement
      • Mandatory Requirements
        • All User Guide Files MUST
        • All Developer Guide Files MUST
      • NO Markdown Files Policy
      • Content Placement Guide
      • Quality Checklist
      • Automated Verification
    • Documentation Maintenance Checklist
      • Quarterly Review Tasks
      • Archival Guidelines
      • When to Create New Files
      • Enforcement Policy
    • Resources
    • Related Documentation
  • Documentation Maintenance Summary
    • Overview
    • Current Status
      • Automation Features
      • Documentation Structure
        • User Guide
        • Developer Guide
        • Historical Records
        • API Reference
    • Quality Metrics
      • Current Status (October 28, 2025)
      • Known Issues
    • Maintenance Procedures
      • Quarterly Review Checklist
      • Manual Quality Check
      • Release Process
    • Best Practices
      • Documentation Standards
      • Version Management
      • Documentation Updates
    • Troubleshooting
      • Common Issues
      • Getting Help
    • Related Documentation
    • Revision History
  • Historical Verification Archive
    • Overview
    • Archived Documents
    • Verification Summary: All Changes Complete
      • Change Verification Checklist
        • ✅ 1. Script Reorganization
        • ✅ 2. Terminology Simplification
        • ✅ 3. Git Ignore Policy
    • Documentation Audit History
      • Audit Scope
      • Version Reference Strategy
      • Changes Summary
    • GitIgnore Policy Verification
      • Verification Process
      • Verification Results
    • Script Reorganization Verification
      • Migration Details
      • Reference Updates
      • Legacy Reference Handling
    • See Also
  • Future Enhancements
    • Industry Standards Compliance
      • PEP 8 Compliance
    • Testing & Quality Assurance
      • Unit Testing Framework
      • Integration Testing
      • Continuous Integration/Continuous Deployment (CI/CD)
    • Security Enhancements
      • Security Scanning
      • Enhanced Encryption
      • Audit Trail Enhancements
    • Performance Optimizations
      • Parallel Processing
      • Caching Layer
      • Database Backend
    • Code Quality Tools
      • Static Analysis
    • Documentation Enhancements
      • API Documentation
    • Deployment Enhancements
      • Docker Support
      • Package Distribution
    • Feature Enhancements
      • Data Validation Rules
      • Machine Learning Integration
      • Web Interface
      • API Endpoints
    • Implementation Roadmap
      • Recommended Priority Order
    • Summary
    • See Also

📚 API Reference

  • API Reference
    • Overview
      • __version__ module
        • Version Information for RePORTaLiN
        • Usage
        • Version Format
        • See Also
      • main module
        • RePORTaLiN Main Pipeline
        • main()
        • run_step()
        • Overview
        • Functions
        • Pipeline Steps
        • Error Handling
        • Logging
        • See Also
      • config module
        • RePORTaLiN Configuration Module
        • ensure_directories()
        • get_dataset_folder()
        • normalize_dataset_name()
        • validate_config()
        • Overview
        • Module Metadata
        • Configuration Variables
        • Functions
        • Usage Examples
        • Best Practices
        • Directory Structure
        • See Also
      • scripts package
        • RePORTaLiN Scripts Package
        • extract_excel_to_jsonl()
        • load_study_dictionary()
        • Overview
        • Submodules
        • Module Summary
        • Quick Examples
        • Module Dependencies
        • See Also
      • scripts.utils package
        • Overview
        • Modules
        • Package API
        • Best Practices
        • Development Guidelines
        • Testing
        • Troubleshooting
        • See Also
        • Version History
        • Submodules
        • Module Contents
    • Core Modules
      • __version__
      • main
      • config
      • scripts
      • scripts.utils
    • Quick Reference
      • Common Functions
    • Common Patterns
      • Process All Files
      • Read JSONL Output
      • Custom Processing
    • Module Index
  • main module
    • RePORTaLiN Main Pipeline
      • Public API
      • Key Features
      • Pipeline Steps
      • Error Handling
    • main()
    • run_step()
    • Overview
      • Public API
    • Functions
      • run_step
      • main
    • Pipeline Steps
    • Error Handling
    • Logging
    • See Also
  • config module
    • RePORTaLiN Configuration Module
    • ensure_directories()
    • get_dataset_folder()
    • normalize_dataset_name()
    • validate_config()
    • Overview
    • Module Metadata
      • __version__
      • __all__
    • Configuration Variables
      • Constants
        • DEFAULT_DATASET_NAME
        • DATASET_SUFFIXES
      • Directory Paths
        • ROOT_DIR
        • DATA_DIR
        • RESULTS_DIR
      • Dataset Paths
        • DATASET_BASE_DIR
        • DATASET_DIR
        • DATASET_NAME
      • Output Paths
        • CLEAN_DATASET_DIR
        • DICTIONARY_JSON_OUTPUT_DIR
      • Dictionary File
        • DICTIONARY_EXCEL_FILE
      • Logging Settings
        • LOG_LEVEL
        • LOG_NAME
    • Functions
      • get_dataset_folder
      • normalize_dataset_name
      • ensure_directories
      • validate_config
    • Usage Examples
      • Basic Usage
      • Using New Utility Functions
      • Custom Configuration
    • Best Practices
    • Directory Structure
    • See Also
  • scripts package
    • RePORTaLiN Scripts Package
      • Public API
      • Usage Examples
        • Basic Pipeline
        • Custom Processing
        • De-identification Workflow
      • Module Structure
      • Version History
    • extract_excel_to_jsonl()
    • load_study_dictionary()
    • Overview
      • Package-Level Public API
      • Module Organization
    • Submodules
      • scripts.extract_data module
        • Data Extraction Module
        • clean_duplicate_columns()
        • clean_record_for_json()
        • convert_dataframe_to_jsonl()
        • extract_excel_to_jsonl()
        • find_excel_files()
        • process_excel_file()
        • Overview
        • Functions
        • Data Flow
        • Type Conversions
        • Error Handling
        • Progress Tracking
        • Performance
        • See Also
      • scripts.load_dictionary module
        • Data Dictionary Loader Module
        • load_study_dictionary()
        • process_excel_file()
        • Overview
        • Functions
        • Table Detection
        • Table Processing
        • Column Handling
        • Processing Flow
        • Table Detection Algorithm
        • Output Structure
        • Examples
        • Error Handling
        • Performance
        • See Also
      • scripts.utils.logging module
        • Centralized Logging Module
        • CustomFormatter
        • VerboseLogger
        • critical()
        • debug()
        • error()
        • get_log_file_path()
        • get_logger()
        • get_verbose_logger()
        • info()
        • setup_logger()
        • success()
        • warning()
        • Overview
        • Public API
        • Setup Functions
        • Custom Log Levels
        • Logging Functions
        • Logging Configuration
        • Output Handlers
        • Usage Examples
        • Logging Best Practices
        • See Also
      • scripts.deidentify module
        • De-identification and Pseudonymization Module
        • DateShifter
        • DeidentificationConfig
        • DeidentificationEngine
        • DetectionPattern
        • MappingStore
        • PHIType
        • PatternLibrary
        • PseudonymGenerator
        • deidentify_dataset()
        • validate_dataset()
        • Overview
        • Key Features
        • Classes
        • Enumerations
        • Data Classes
        • Functions
      • scripts.utils.country_regulations module
        • Country-Specific Data Privacy Regulations Module
        • CountryRegulation
        • CountryRegulationManager
        • DataField
        • DataFieldType
        • PrivacyLevel
        • get_common_fields()
        • Overview
        • Key Features
        • Supported Countries
        • Core Classes
        • Enums
        • Usage Examples
        • Command-Line Interface
        • Privacy Levels
        • Regulatory Requirements
        • See Also
    • Module Summary
      • extract_data
      • load_dictionary
      • utils
        • De-identification (scripts.deidentify)
        • Logging (scripts.utils.logging)
        • Country Regulations (scripts.utils.country_regulations)
    • Quick Examples
      • Data Extraction
      • Dictionary Loading
      • De-identification
      • Batch De-identification
      • Single File Processing
      • Custom Logging
      • Country-Specific De-identification
    • Module Dependencies
    • See Also

📋 Additional Information

  • Changelog
    • Version 0.8.6 (October 29, 2025)
      • Version Management Enhancements
      • Quality Assurance
      • Migration Notes
    • Version 0.8.5 (2025-10-28) - Documentation Completeness
      • API Documentation Enhancements
      • Project Cleanup
      • Quality Assurance
      • Migration Notes
    • Version 0.8.4 (2025-10-28) - Code Quality and Logging Enhancement
      • Code Quality Improvements
      • Quality Assurance
      • Migration Notes
    • Version 0.8.3 (2025-10-28) - Project-Wide Documentation Updates
      • Project Infrastructure Updates
      • Quality Assurance
      • Developer Experience Improvements
      • Migration Notes
      • See Also
    • Version 0.8.2 (2025-10-28) - Documentation Redundancy Removal & Reorganization
      • Documentation Improvements
      • Quality Metrics
      • Structural Improvements
      • Files Modified
      • Files Deleted
    • Version 0.8.1 (2025-10-23) - Enhanced Version Module Documentation
      • Documentation Enhancements
      • Quality Improvements
      • Validation Results
    • Version 0.8.0 (2025-10-23) - Systematic Code Review & Quality Improvements
      • Code Quality Improvements
      • Bug Fixes
      • Code Quality Assessment
      • Validation Methodology
      • Documentation Updates
    • Version 0.5.0 (2025-10-23) - Version Automation & Path Standardization
      • Version Automation
      • Folder Path Standardization
      • Quality Assurance
    • Version 0.3.0 (2025-10-23) - Documentation Enhancement
      • Documentation Updates
    • Version 0.2.0 (2025-10-23) - Hybrid Version Management System
      • New Features
    • Version 0.1.0 (TBD) - Pre-Release Cleanup
      • Removed Features
    • Version 0.0.12 (2025-10-15) - Verbose Logging & Auto-Rebuild Features
      • New Features
      • Documentation Auto-Rebuild Feature
    • Version 0.0.11 (2025-10-15) - Main Pipeline Enhancement
      • Code Quality Improvements
    • Version 0.0.10 (2025-10-15) - Utils Package API Enhancement
      • Code Quality Improvements
    • Version 0.0.9 (2025-10-15) - Scripts Package API Enhancement
      • Code Quality Improvements
    • Version 0.0.8 (2025-10-14) - Data Dictionary Module Enhancement
      • Code Quality Improvements
    • Version 0.0.7 (2025-10-14) - Data Extraction Module Enhancement
      • Code Quality Improvements
    • Version 0.0.6 (2025-10-14) - De-identification Module Enhancement
      • Code Quality Improvements
    • Version 0.0.5 (2025-10-14) - Country Regulations Module Enhancement
      • Code Quality Improvements
    • Version 0.0.4 (2025-10-14) - Logging Module Enhancement
      • Code Quality Improvements
    • Version 0.0.3 (2025-10-14) - Configuration Module Enhancement
      • Code Quality Improvements
    • Version 0.0.2 (2025-10-14) - Colored Output Enhancement
      • Visual Improvements
    • Version 0.0.1 (2025-10-13) - Initial Release
      • Code Quality Audit & Improvements
    • Version 0.0.1 (2025-10-06)
      • Directory Structure Reorganization & De-identification Enhancement
    • Version 0.0.1 (2025-10-02)
      • Initial Release
    • Development History
      • Pre-Release Development
    • Migration Notes
      • From Pre-1.0 Versions
    • Future Releases
      • Planned Features
      • Contributing
    • Versioning
    • Release Process
    • Deprecation Policy
    • Support
    • See Also
  • License
    • RePORTaLiN License Information
    • Project Information
    • License Terms
      • Example MIT License
    • Third-Party Licenses
      • pandas
      • openpyxl
      • numpy
      • tqdm
      • Sphinx and Extensions
    • Documentation License
    • Contributing
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