feat: updated website

app.py

@@ -374,16 +374,26 @@ elif page == "Customer Analysis":
                         st.markdown(f"### Alerts for {customer_code}")
                         
                         # Identify manufacturers that didn't meet predicted sales
-                        underperforming_manufacturers = results[results['ventas_reales'] < results['ventas_predichas']]
+                        underperforming_manufacturers = results[results['ventas_reales'] < results['ventas_predichas']].copy()
                         
                         if not underperforming_manufacturers.empty:
-                            st.warning("Some manufacturers have not met predicted sales:")
-                            for index, row in underperforming_manufacturers.iterrows():
+                            # Calculate the missed amount (difference between predicted and actual sales)
+                            underperforming_manufacturers['missed_amount'] = underperforming_manufacturers['ventas_predichas'] - underperforming_manufacturers['ventas_reales']
+
+                            # Sort by the highest missed amount
+                            underperforming_manufacturers = underperforming_manufacturers.sort_values(by='missed_amount', ascending=False)
+
+                            # Limit to top 10 missed amounts
+                            top_misses = underperforming_manufacturers.head(10)
+
+                            # Display warnings for top 10 biggest misses
+                            st.warning("Top 10 manufacturers that have not met predicted sales:")
+                            for index, row in top_misses.iterrows():
                                 manufacturer_name = get_supplier_name(row['marca_id_encoded'])
                                 predicted = row['ventas_predichas']
                                 actual = row['ventas_reales']
-                                delta = predicted - actual
-                                st.write(f"- {manufacturer_name}: Predicted = {predicted:.2f}€, Actual = {actual:.2f}€, Missed = {delta:.2f}€")
+                                missed = row['missed_amount']
+                                st.write(f"- {manufacturer_name}: Predicted = {predicted:.2f}€, Actual = {actual:.2f}€, Missed = {missed:.2f}€")
                         else:
                             st.success("All manufacturers have met or exceeded predicted sales.")