Update app.py

app.py

@@ -376,7 +376,13 @@ def predict_single(
         "Predicted Class": int(y_pred[0]),
         "Probability": round(float(y_proba[0]), 4)
     }
-    return result
+    
+    # Create results DataFrame
+    results_df = X_input.copy()
+    results_df["Predicted"] = y_pred
+    results_df["Probability"] = y_proba.round(4)
+
+    return results_df.to_dict(orient="records")  # return as JSON-friendly format
 
 
 # ------------------- UI Components -------------------