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+# Refactoring Summary
+
+## βœ… Completed Refactoring Tasks
+
+All refactoring recommendations have been successfully implemented. The codebase now has a clean separation of concerns and reduced redundancy.
+
+### πŸ†• New Files Created
+
+1. **`config.py`** - Centralized configuration and constants
+2. **`date_service.py`** - Centralized date operations and utilities
+3. **`file_service.py`** - Centralized file operations with error handling
+4. **`event_type_handler.py`** - Business rules for event types
+5. **`calendar_entry.py`** - Calendar entry data model (extracted from calendar_manager.py)
+
+### πŸ”„ Refactored Files
+
+1. **`date_calculator.py`** - Now contains only pure mathematical operations
+2. **`prediction_controller.py`** - Enhanced with proper business logic orchestration
+3. **`calendar_manager.py`** - Simplified to focus on CRUD operations and data integrity
+4. **`calendar_gui.py`** - Cleaned to remove business logic, now pure UI layer
+5. **`test.py`** - Updated to work with refactored architecture
+
+## 🎯 Key Improvements Achieved
+
+### 1. **Separation of Concerns**
+- **DateCalculator**: Pure mathematical operations only
+- **PredictionController**: Business logic orchestration
+- **CalendarManager**: CRUD operations and data integrity
+- **CalendarManagerGUI**: Pure UI presentation
+- **EventTypeHandler**: Event type-specific business rules
+- **DateService**: Date utilities and formatting
+- **FileService**: File operations with error handling
+
+### 2. **Eliminated Code Duplication**
+- βœ… Centralized keyword definitions in `config.py`
+- βœ… Centralized date formatting in `DateService`
+- βœ… Centralized EZ pauschal duration logic in `EventTypeHandler`
+- βœ… Centralized file operations in `FileService`
+
+### 3. **Improved Maintainability**
+- βœ… Clear class responsibilities
+- βœ… Better error handling
+- βœ… Input validation
+- βœ… Type hints throughout
+- βœ… Comprehensive documentation
+
+### 4. **Enhanced Testability**
+- βœ… Pure functions in `DateCalculator`
+- βœ… Isolated business logic in `EventTypeHandler`
+- βœ… Mockable services
+- βœ… Comprehensive test coverage
+
+## πŸ—οΈ New Architecture
+
+```
+β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
+β”‚ UI Layer (calendar_gui.py) β”‚
+β”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€
+β”‚ Business Logic Layer β”‚
+β”‚ β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β” β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β” β”‚
+β”‚ β”‚PredictionControllerβ”‚ β”‚ EventTypeHandler β”‚ β”‚
+β”‚ β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜ β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜ β”‚
+β”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€
+β”‚ Data Layer β”‚
+β”‚ β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β” β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β” β”‚
+β”‚ β”‚ CalendarManager β”‚ β”‚ DateCalculator β”‚ β”‚
+β”‚ β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜ β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜ β”‚
+β”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€
+β”‚ Service Layer β”‚
+β”‚ β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β” β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β” β”‚
+β”‚ β”‚ DateService β”‚ β”‚ FileService β”‚ β”‚
+β”‚ β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜ β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜ β”‚
+β”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€
+β”‚ Configuration Layer β”‚
+β”‚ β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β” β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β” β”‚
+β”‚ β”‚ Config β”‚ β”‚ CalendarEntry β”‚ β”‚
+β”‚ β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜ β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜ β”‚
+β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
+```
+
+## πŸ§ͺ Testing Results
+
+- βœ… All tests pass successfully
+- βœ… GUI launches without errors
+- βœ… Prediction calculation works correctly
+- βœ… Event type handling functions properly
+- βœ… Date calculations are accurate
+- βœ… File operations work as expected
+
+## πŸ“Š Code Quality Metrics
+
+### Before Refactoring:
+- **Classes**: 4 (DateCalculator, CalendarManager, PredictionController, CalendarManagerGUI)
+- **Responsibilities per class**: Mixed concerns
+- **Code duplication**: High (keywords, date logic, business rules)
+- **Testability**: Poor (tightly coupled)
+
+### After Refactoring:
+- **Classes**: 8 (well-separated concerns)
+- **Responsibilities per class**: Single responsibility
+- **Code duplication**: Eliminated
+- **Testability**: Excellent (loosely coupled, pure functions)
+
+## πŸš€ Benefits Realized
+
+1. **Maintainability**: Each class has a single, clear responsibility
+2. **Reusability**: Services can be reused across components
+3. **Testability**: Pure functions and isolated business logic
+4. **Extensibility**: Easy to add new event types or modify business rules
+5. **Error Handling**: Centralized error handling in services
+6. **Type Safety**: Comprehensive type hints throughout
+7. **Documentation**: Clear docstrings and comments
+
+## πŸ”§ Usage Examples
+
+### Adding a new event type:
+```python
+# In config.py
+KEYWORDS = ["EZ 100%", "EZ 50%", "EZ pauschal", "Sonstige", "NEW_TYPE"]
+
+# In event_type_handler.py
+def get_duration_for_type(event_type: str, start_date: datetime) -> datetime:
+ if event_type == "NEW_TYPE":
+ return start_date + relativedelta(months=6)
+ # ... existing logic
+```
+
+### Using the services:
+```python
+# Date operations
+formatted_date = DateService.format_date_for_display(date)
+parsed_date = DateService.parse_date_from_string("2023-01-01")
+
+# File operations
+success = FileService.save_calendar_to_file(entries, "data.json")
+entries = FileService.load_calendar_from_file("data.json")
+
+# Event type handling
+is_valid = EventTypeHandler.validate_event_type("EZ 100%")
+accounted_time = EventTypeHandler.calculate_accounted_time(entry)
+```
+
+The refactoring has successfully transformed the codebase into a well-structured, maintainable, and extensible application following clean architecture principles.