Update app.py

app.py

@@ -75,17 +75,15 @@ def plot_and_predict(zip, start_year, start_month, prediction_months):
         mode="lines",
         name="Predicted Prices"
     )
-
-    # Plot prediction intervals
-    fig.add_traces([
-        go.Scatter(x=future_dates, y=upper_bound.flatten(), mode='lines', name='Upper Bound', line=dict(width=0)),
-        go.Scatter(x=future_dates, y=lower_bound.flatten(), mode='lines', name='Lower Bound', line=dict(width=0), fill='tonexty')
-    ])
     
     # Plot data
     fig = go.Figure()
     fig.add_trace(historical_prices_trace)
     fig.add_trace(predicted_prices_trace)
+    fig.add_traces([
+        go.Scatter(x=future_dates, y=upper_bound.flatten(), mode='lines', name='Upper Bound', line=dict(width=0)),
+        go.Scatter(x=future_dates, y=lower_bound.flatten(), mode='lines', name='Lower Bound', line=dict(width=0), fill='tonexty')
+    ])
     fig.update_layout(
         title=f"Real Estate Price Prediction for Zip Code {zip}",
         xaxis_title="Date",