Update app.py

app.py

@@ -156,7 +156,7 @@ def generate_performance_metrics():
 def create_interface():
     performance_metrics = generate_performance_metrics()
     with gr.Blocks() as interface:
-        with gr.Tab("Demo")
+        with gr.Tab("Demo"):
             gr.Markdown("Spam and Phishing Email Detection")
     
             # Email Text Input
@@ -183,7 +183,7 @@ def create_interface():
                 outputs=[result_output, confidence_output]
             )
         
-        with gr.Tab("Analysis")            
+        with gr.Tab("Analysis"):          
             gr.Markdown("## 📊 Model Performance Analytics")
             with gr.Row():
                 gr.Textbox(value=performance_metrics["accuracy"], label="Accuracy", interactive=False)
@@ -191,7 +191,8 @@ def create_interface():
                 gr.Textbox(value=performance_metrics["recall"], label="Recall", interactive=False)
                 gr.Textbox(value=performance_metrics["f1_score"], label="F1 Score", interactive=False)
                 
-        with gr.Tab("Background")
+        with gr.Tab("Background"):
+            gr.Markdown(" ## Credits and Reference ")
         
     return interface