Update pages/predictions.py

pages/predictions.py

@@ -11,13 +11,17 @@ quantum_optimizer = QuantumInspiredOptimizer()
 st.set_page_config(page_title="Market Predictions", layout="wide")
 st.title("📈 Market Predictions with Quantum Insights")
 
-# 🎯 Load Available Individual Stocks (Not Sectors)
-available_stocks = load_nifty50_symbols()  # Ensure this returns a list of tickers
+# 🎯 Load Available Stocks (Ensure This Returns Tickers, Not Sectors)
+available_stocks = load_nifty50_symbols()
+
+# ✅ If sectors are still appearing, flatten the structure
+if isinstance(available_stocks, dict):  # If dictionary (sectors)
+    available_stocks = [stock for sector in available_stocks.values() for stock in sector]
 
 # ✅ Ensure Default Stock Exists
 default_stock = ["RELIANCE.NS"] if "RELIANCE.NS" in available_stocks else []
 
-# 🎯 Stock Selection (No Sectors, Only Stocks)
+# 🎯 Stock Selection (Only Individual Stocks)
 selected_stocks = st.multiselect("Select Stock(s)", available_stocks, default=default_stock)
 prediction_days = st.slider("Prediction Window (days)", 5, 30, 7)