Update app.py

app.py

@@ -279,9 +279,9 @@ def advanced_xgboost_predict(predict_days=5):
         # 檢查各技術指標並記錄狀態
         indicators_map = {
             'RSI': (latest_data['RSI'], 50),
-            #'MACD': (latest_data['MACD'], 0),
-            #'MACDsign': (latest_data['MACD_Signal'], 0),
-            #'MACDvol': (latest_data['MACD_Histogram'], 0),
+            'MACD': (latest_data['MACD'], 0),
+            'MACDsign': (latest_data['MACD_Signal'], 0),
+            'MACDvol': (latest_data['MACD_Histogram'], 0),
             'K': (latest_data['K'], 50),
             'D': (latest_data['D'], 50),
             '+DI': (latest_data['+DI'], 25),
@@ -310,9 +310,9 @@ def advanced_xgboost_predict(predict_days=5):
         features_list = [
             latest_data['Close'],           # close
             sentiment_score_raw,            # NEWS
-          #  processed_values['MACD'],       # MACD
-          #  processed_values['MACDsign'],   # MACDsign
-           # processed_values['MACDvol'],    # MACDvol
+            processed_values['MACD'],       # MACD
+            processed_values['MACDsign'],   # MACDsign
+            processed_values['MACDvol'],    # MACDvol
             processed_values['K'],          # K
             processed_values['D'],          # D
             processed_values['+DI'],        # +DI
@@ -321,8 +321,8 @@ def advanced_xgboost_predict(predict_days=5):
             processed_values['RSI'],        # RSI
         ]
         
-        # 對應的欄位名稱 'MACD', 'MACDsign', 'MACDvol', 
-        column_names = [
+        # 對應的欄位名稱 
+        column_names = ['MACD', 'MACDsign', 'MACDvol', 
             'close', 'NEWS', 
             'K', 'D', '+DI', '-DI', 'ADX', 'RSI'
         ]
@@ -343,9 +343,9 @@ def advanced_xgboost_predict(predict_days=5):
         else:
             print("  ✅ 新聞情緒分數正常")
         
-        # 技術指標詳細狀態 'MACD', 'MACDsign', 'MACDvol',
+        # 技術指標詳細狀態 
         print("\n📈 技術指標狀態:")
-        for indicator in [ 'K', 'D', '+DI', '-DI', 'ADX', 'RSI']:
+        for indicator in ['MACD', 'MACDsign', 'MACDvol', 'K', 'D', '+DI', '-DI', 'ADX', 'RSI']:
             status = tech_indicators_status[indicator]
             status_symbol = "✅" if status['is_real'] else "⚠️"
             source_info = "實際計算" if status['is_real'] else "預設值"