data-comparison/CHANGES_SUMMARY.md
2025-08-20 15:55:21 +07:00

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# Changes Summary - Data Comparison Logic Fix
## Issues Fixed
### 1. Removed All-Sheet Functionality
- **Problem**: The tool was processing all sheets together, causing cross-sheet duplicate detection
- **Solution**: Completely removed all-sheet functionality, now only processes one sheet at a time
- **Changes**:
- Replaced `extract_kst_coordi_items()` with `extract_kst_coordi_items_for_sheet(sheet_name)`
- Updated all comparison methods to work sheet-specifically
### 2. Fixed Duplicate Detection Logic
- **Problem**: Items appearing once on each side were incorrectly marked as duplicates
- **Solution**: Fixed `_find_duplicates_in_list()` to only return items that actually appear multiple times
- **Changes**: Used `Counter` to count occurrences and only return items with count > 1
### 3. Implemented Mixed Duplicate Priority
- **Problem**: Items showing as both pure duplicates and mixed duplicates
- **Solution**: Mixed duplicates (items in both datasets with duplicates on one side) now take priority
- **Changes**: Generate mixed duplicates first, then exclude those keys from pure duplicate lists
### 4. Sheet-Specific Analysis Only
- **Problem**: Cross-sheet contamination in duplicate detection
- **Solution**: All analysis now happens within a single sheet context
- **Changes**:
- `get_comparison_summary()` now requires sheet filter and defaults to first sheet
- Removed old filtering methods, replaced with sheet-specific extraction
## BA Confirmed Cases - All Working ✅
### US URGENT Sheet
-`금수의 영역 - Episode 17` → Coordi duplicate
-`신결 - Episode 23` → Coordi duplicate
-`트윈 가이드 - Episode 31` → Mixed duplicate (exists in both, duplicates in Coordi)
- ✅ No longer shows `트윈 가이드 - Episode 31` as pure Coordi duplicate
### TH URGENT Sheet
-`백라이트 - Episode 53-1x(휴재)` → KST duplicate (doesn't appear in Coordi)
## Code Changes Made
### data_comparator.py
1. **New Methods**:
- `extract_kst_coordi_items_for_sheet(sheet_name)` - Sheet-specific extraction
- `categorize_mismatches_for_sheet(sheet_data)` - Sheet-specific categorization
- `generate_mismatch_details_for_sheet()` - Sheet-specific mismatch details with priority logic
- `group_by_title_for_sheet()` - Sheet-specific grouping
2. **Updated Methods**:
- `_find_duplicates_in_list()` - Fixed to only return actual duplicates
- `get_comparison_summary()` - Now sheet-specific only
- `print_comparison_summary()` - Added sheet name to output
3. **Removed Methods**:
- `extract_kst_coordi_items()` - Replaced with sheet-specific version
- `categorize_mismatches()` - Replaced with sheet-specific version
- `generate_mismatch_details()` - Replaced with sheet-specific version
- `group_by_title()` - Replaced with sheet-specific version
- `filter_by_sheet()` - No longer needed
- `filter_grouped_data_by_sheet()` - No longer needed
- `calculate_filtered_counts()` - No longer needed
### web_gui.py
- Updated matched items extraction to use new grouped data structure
- Removed dependency on old `categorize_mismatches()` method
### Test Files
- `test_ba_confirmed_cases.py` - New test to verify BA confirmed expectations
- `test_sheet_filtering.py` - Updated to work with new sheet-specific logic
## Performance Improvements
- Faster analysis since no cross-sheet processing
- More accurate duplicate detection
- Cleaner separation of concerns between sheets
## Verification
All tests pass:
- ✅ Sheet filtering works correctly
- ✅ Duplicate detection is accurate
- ✅ BA confirmed cases match expectations
- ✅ Web interface works properly
- ✅ Mixed duplicates take priority over pure duplicates