Python Refactoring and Code Quality

  1. Code Quality Tools and Automation
    1. Static Analysis Tools
      1. Linting Tools
        1. Flake8
          1. Configuration and Customization
            1. Plugin Ecosystem
              1. Error Code Categories
              2. Pylint
                1. Scoring and Rating System
                  1. Custom Rule Development
                    1. Integration Strategies
                    2. Ruff
                      1. Performance Characteristics
                        1. Rule Configuration
                          1. Migration from Other Tools
                        2. Type Checking Tools
                          1. Mypy
                            1. Type Annotation Strategies
                              1. Gradual Typing Implementation
                                1. Configuration Options
                                2. Pyright
                                  1. Type Inference Capabilities
                                    1. Editor Integration
                                      1. Performance Considerations
                                    2. Security Analysis Tools
                                      1. Bandit
                                        1. Security Vulnerability Detection
                                          1. Custom Security Rules
                                          2. Safety
                                            1. Dependency Vulnerability Scanning
                                        2. Code Formatting Tools
                                          1. Black Code Formatter
                                            1. Opinionated Formatting Philosophy
                                              1. Configuration Options and Limits
                                                1. Integration with Development Workflow
                                                2. autopep8
                                                  1. Automatic PEP 8 Compliance
                                                    1. Selective Fixing Options
                                                    2. isort
                                                      1. Import Sorting Strategies
                                                        1. Configuration for Different Projects
                                                          1. Integration with Other Tools
                                                        2. Code Complexity Analysis
                                                          1. Radon
                                                            1. Cyclomatic Complexity Measurement
                                                              1. Maintainability Index Calculation
                                                                1. Raw Metrics Collection
                                                                2. Xenon
                                                                  1. Complexity Threshold Management
                                                                    1. Continuous Integration Integration
                                                                    2. McCabe Complexity Checker
                                                                      1. Complexity Limit Enforcement
                                                                    3. Development Workflow Integration
                                                                      1. Pre-commit Hooks
                                                                        1. Hook Configuration and Setup
                                                                          1. Enforcing Quality Standards
                                                                            1. Performance Optimization
                                                                            2. Editor and IDE Integration
                                                                              1. Real-time Feedback Systems
                                                                                1. Configuration Management
                                                                                2. Continuous Integration Pipelines
                                                                                  1. Automated Quality Gate Implementation
                                                                                    1. Reporting and Metrics Collection
                                                                                      1. Failure Handling Strategies