Update app.py

app.py

@@ -363,7 +363,6 @@ elif app_mode == "Predictions":
             prediction = model.predict(input_df)
             st.success(f"Predicted Value: {prediction[0]:.2f}")
 
-# Visualization Lab
 elif app_mode == "Visualization Lab":
     st.title("📊 Advanced Visualization Lab")
     
@@ -397,7 +396,7 @@ elif app_mode == "Visualization Lab":
             fig = px.imshow(corr, text_auto=True, color_continuous_scale='RdBu')
             st.plotly_chart(fig, use_container_width=True)
 
-                elif viz_type == "Time Series Analysis":
+        elif viz_type == "Time Series Analysis":
             # Basic time series plot
             time_col = st.selectbox("Time Column", df.columns)
             value_col = st.selectbox("Value Column", df.columns)
@@ -405,5 +404,4 @@ elif app_mode == "Visualization Lab":
             st.plotly_chart(fig, use_container_width=True)
         
         elif viz_type == "Cluster Analysis":
-            st.write("Cluster Analysis Feature Coming Soon!") # placeholder for future development
-
+            st.write("Cluster Analysis Feature Coming Soon!")  # placeholder for future development