bugfix: Manufacturers Alerts

app.py

@@ -591,24 +591,24 @@ elif page == "Customer Analysis":
                         else:
                             st.success("All manufacturers have met or exceeded predicted sales.")
 
-                        # Gráfico adicional: Comparar las ventas predichas y reales para los principales fabricantes
-                        st.markdown("### Predicted vs Actual Sales for Top Manufacturers")
-                        top_manufacturers = results.groupby('marca_id_encoded').agg({'ventas_reales': 'sum', 'ventas_predichas': 'sum'}).sort_values(by='ventas_reales', ascending=False).head(10)
-
-                        fig_comparison = go.Figure()
-                        fig_comparison.add_trace(go.Bar(x=top_manufacturers.index, y=top_manufacturers['ventas_reales'], name="Actual Sales", marker_color='blue'))
-                        fig_comparison.add_trace(go.Bar(x=top_manufacturers.index, y=top_manufacturers['ventas_predichas'], name="Predicted Sales", marker_color='orange'))
-
-                        fig_comparison.update_layout(
-                            title="Actual vs Predicted Sales by Top Manufacturers",
-                            xaxis_title="Manufacturer",
-                            yaxis_title="Sales (€)",
-                            barmode='group',
-                            height=400,
-                            hovermode="x unified"
-                        )
-
-                        st.plotly_chart(fig_comparison, use_container_width=True)
+                        # # Gráfico adicional: Comparar las ventas predichas y reales para los principales fabricantes
+                        # st.markdown("### Predicted vs Actual Sales for Top Manufacturers")
+                        # top_manufacturers = results.groupby('marca_id_encoded').agg({'ventas_reales': 'sum', 'ventas_predichas': 'sum'}).sort_values(by='ventas_reales', ascending=False).head(10)
+
+                        # fig_comparison = go.Figure()
+                        # fig_comparison.add_trace(go.Bar(x=top_manufacturers.index, y=top_manufacturers['ventas_reales'], name="Actual Sales", marker_color='blue'))
+                        # fig_comparison.add_trace(go.Bar(x=top_manufacturers.index, y=top_manufacturers['ventas_predichas'], name="Predicted Sales", marker_color='orange'))
+
+                        # fig_comparison.update_layout(
+                        #     title="Actual vs Predicted Sales by Top Manufacturers",
+                        #     xaxis_title="Manufacturer",
+                        #     yaxis_title="Sales (€)",
+                        #     barmode='group',
+                        #     height=400,
+                        #     hovermode="x unified"
+                        # )
+
+                        # st.plotly_chart(fig_comparison, use_container_width=True)
 
                         # Gráfico de ventas anuales
                         ventas_clientes['codigo_cliente'] = ventas_clientes['codigo_cliente'].astype(str).str.strip()