prediction database

web/clean_dashboard.py

@@ -341,8 +341,23 @@ class CleanTradingDashboard:
                 'status': 'healthy',
                 'dashboard_running': True,
                 'orchestrator_active': hasattr(self, 'orchestrator'),
+                'enhanced_training_active': hasattr(self.orchestrator, 'enhanced_training_system') and self.orchestrator.enhanced_training_system is not None,
                 'timestamp': datetime.now().isoformat()
             })
+        
+        @self.app.server.route('/api/predictions/stats', methods=['GET'])
+        def get_prediction_stats():
+            """Get model prediction statistics"""
+            try:
+                if (hasattr(self.orchestrator, 'enhanced_training_system') and 
+                    self.orchestrator.enhanced_training_system):
+                    stats = self.orchestrator.enhanced_training_system.get_model_performance_stats()
+                    return jsonify(stats)
+                else:
+                    return jsonify({"error": "Training system not available"}), 503
+            except Exception as e:
+                logger.error(f"Error getting prediction stats: {e}")
+                return jsonify({"error": str(e)}), 500
 
     def _get_ohlcv_data_with_indicators(self, symbol: str, timeframe: str, limit: int = 300):
         """Get OHLCV data with technical indicators from data stream monitor"""