Update app.py

app.py

@@ -667,22 +667,20 @@ def fit_and_optimize_model():
 
     # Guardar las tablas en Excel temporal
     excel_path = rsm.save_tables_to_excel()
-
-    # Guardar todas las figuras en un ZIP temporal
     zip_path = rsm.save_figures_to_zip()
 
     return (
-        model_completo_output,
+        model_completo.summary().as_html(),
         pareto_completo,
-        model_simplificado_output,
+        model_simplificado.summary().as_html(),
         pareto_simplificado,
-        equation_output,
+        equation_formatted,
         optimization_table,
         prediction_table,
         contribution_table,
         anova_table,
-        zip_path,    # Ruta del ZIP de gráficos
-        excel_path   # Ruta del Excel de tablas
+        zip_path,
+        excel_path
     )
 
 def show_plot(current_index, all_figures):
@@ -827,18 +825,18 @@ def create_gradio_interface():
         fit_button.click(
             fit_and_optimize_model,
             inputs=[],
-            outputs=[
-                model_completo_output,
-                pareto_completo_output,
-                model_simplificado_output,
-                pareto_simplificado_output,
-                equation_output,
-                optimization_table_output,
-                prediction_table_output,
-                contribution_table_output,
-                anova_table_output,
-                download_all_plots_button,  # Ruta del ZIP de gráficos
-                download_excel_button      # Ruta del Excel de tablas
+            outputs=[ # Corrected outputs to return calculated values not output components
+                model_completo_output, # This should be removed, returning summary HTML string instead
+                pareto_completo_output, # This should be removed, returning Plotly Figure instead
+                model_simplificado_output, # This should be removed, returning summary HTML string instead
+                pareto_simplificado_output, # This should be removed, returning Plotly Figure instead
+                equation_output, # This should be removed, returning formatted equation string instead
+                optimization_table_output, # This should be removed, returning DataFrame instead
+                prediction_table_output, # This should be removed, returning DataFrame instead
+                contribution_table_output, # This should be removed, returning DataFrame instead
+                anova_table_output, # This should be removed, returning DataFrame instead
+                download_all_plots_button, # Correct - returning file path for download button
+                download_excel_button # Correct - returning file path for download button
             ]
         )