remove emojis from console

CLEANUP_SUMMARY.md

@@ -7,7 +7,7 @@
 
 ## Changes Made
 
-### Phase 1: Removed All Mock/Synthetic Data ✅
+### Phase 1: Removed All Mock/Synthetic Data 
 
 **Policy Enforcement**:
 - Added "NO SYNTHETIC DATA" policy warnings to all core modules
@@ -32,7 +32,7 @@
 
 ---
 
-### Phase 2: Removed Unused Dashboard Implementations ✅
+### Phase 2: Removed Unused Dashboard Implementations 
 
 **Files Deleted**:
 - `web/templated_dashboard.py` (1000+ lines)
@@ -49,7 +49,7 @@
 
 ---
 
-### Phase 3: Consolidated Training Runners ✅
+### Phase 3: Consolidated Training Runners 
 
 **NEW FILE CREATED**:
 - `training_runner.py` - Unified training system supporting:
@@ -71,7 +71,7 @@
 
 ---
 
-### Phase 4: Consolidated Main Entry Points ✅
+### Phase 4: Consolidated Main Entry Points 
 
 **NEW FILES CREATED**:
 1. `main_dashboard.py` - Real-time dashboard & live training
@@ -95,7 +95,7 @@
 
 ---
 
-### Phase 5: Fixed Broken Imports & Removed Unused Files ✅
+### Phase 5: Fixed Broken Imports & Removed Unused Files 
 
 **Files Deleted**:
 1. `tests/test_training_status.py` - Broken import (web.old_archived)
@@ -121,7 +121,7 @@
 
 ---
 
-### Phase 6: Removed Unused Components ✅
+### Phase 6: Removed Unused Components 
 
 **Files Deleted**:
 - `NN/training/integrate_checkpoint_management.py` - Redundant with model_manager.py
@@ -134,7 +134,7 @@
 
 ---
 
-### Phase 7: Documentation Updated ✅
+### Phase 7: Documentation Updated 
 
 **Files Modified**:
 - `readme.md` - Updated Quick Start section with new entry points
@@ -200,12 +200,12 @@ python training_runner.py --mode [realtime|backtest]
 
 ## Key Improvements
 
-✅ **ZERO Mock/Synthetic Data** - All synthetic data generation removed  
-✅ **Single Training System** - 6 duplicate runners → 1 unified  
-✅ **Clear Entry Points** - 5 entry points → 2 focused  
-✅ **Cleaner Codebase** - 40+ unnecessary files removed  
-✅ **Better Maintainability** - Less duplication, clearer structure  
-✅ **No Broken Imports** - All dead code references removed  
+ **ZERO Mock/Synthetic Data** - All synthetic data generation removed  
+ **Single Training System** - 6 duplicate runners → 1 unified  
+ **Clear Entry Points** - 5 entry points → 2 focused  
+ **Cleaner Codebase** - 40+ unnecessary files removed  
+ **Better Maintainability** - Less duplication, clearer structure  
+ **No Broken Imports** - All dead code references removed  
 
 ---
 
@@ -268,9 +268,9 @@ python main_backtest.py --start 2024-01-01 --end 2024-12-31
 
 ## Next Steps
 
-1. ✅ Test `main_dashboard.py` for basic functionality
-2. ✅ Test `main_backtest.py` with small date range
-3. ✅ Test `training_runner.py` in both modes
+1.  Test `main_dashboard.py` for basic functionality
+2.  Test `main_backtest.py` with small date range
+3.  Test `training_runner.py` in both modes
 4. Update `.vscode/launch.json` configurations
 5. Run integration tests
 6. Update any remaining documentation