3.6 Enhance market statistics with comprehensive data analysis features

- Updated `register_chart_callbacks` to include enhanced market statistics.
- Implemented new data analysis callbacks in `dashboard/callbacks/data_analysis.py` for volume and price movement analysis.
- Created `VolumeAnalyzer` and `PriceMovementAnalyzer` classes for detailed statistical calculations.
- Integrated data analysis components into the market statistics layout, providing users with insights on volume trends and price movements.
- Improved error handling and logging for data analysis operations.
- Updated documentation to reflect the new features and usage guidelines.

dashboard/layouts/market_data.py

@@ -118,6 +118,6 @@ def get_market_data_layout():
         # Chart
         dcc.Graph(id='price-chart'),
         
-        # Market statistics
+        # Enhanced Market statistics with integrated data analysis
         html.Div(id='market-stats', style={'margin-top': '20px'})
     ])